Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f235e0150f0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f235df44940>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_images = tf.placeholder(tf.float32, shape=(None, image_width, image_height, image_channels), name="input_images")
    input_z = tf.placeholder(tf.float32, shape=(None, z_dim), name="input_z")
    learning_rate = tf.placeholder(tf.float32, name="learning_rate")
    

    return (input_images, input_z, learning_rate)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    
    def leaky_relu(x, alpha=0.2):
        return tf.maximum(x, x*alpha)
    
    # TODO: Implement Function
    with tf.variable_scope("discriminator", reuse=reuse):
        #images (input): 28x28x3
        
        x1 = tf.layers.conv2d(images, 64, 5, 2, padding="same")
        x1 = leaky_relu(x1)
        #x1: 14x14x64
        
        x2 = tf.layers.conv2d(x1, 128, 5, 2, padding="same")
        x2 = tf.layers.batch_normalization(x2, training=True)
        x2 = leaky_relu(x2)
        #x2: 7x7x128

        x3 = tf.layers.conv2d(x2, 256, 5, 2, padding="same")
        x3 = tf.layers.batch_normalization(x3, training=True)
        x3 = leaky_relu(x3)
        #x3: 4x4x256
        
        flattened = tf.reshape(x3, shape=(-1, 256*4*4))
        logits = tf.layers.dense(flattened, 1)
        
        output = tf.sigmoid(logits)


    return (output, logits)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    
    def leaky_relu(x, alpha=0.2):
        return tf.maximum(x, x*alpha)
    
    # TODO: Implement Function
    with tf.variable_scope("generator", reuse=not is_train):
        z_dense = tf.layers.dense(z, 3*3*512)
        z_reshaped = tf.reshape(z_dense, (-1, 3,3,512))
        z_batch_norm = tf.layers.batch_normalization(z_reshaped, training=is_train)
        # shape = 3x3x512
        
        x1 = tf.layers.conv2d_transpose(z_batch_norm, 256, 5, 1, padding="valid")
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = leaky_relu(x1)
        # shape = 14x14x256
        
        x2 = tf.layers.conv2d_transpose(x1, 128, 5, 2, padding="same")
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = leaky_relu(x2)
        # shape = 14x14x128
        
        logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, 2, padding="same")
        # shape = 28x28x out_channel_dim

        
        out = tf.tanh(logits)
    
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    
    # NB: es müssen die label für das training des generators umgedreht werden!
    # für den Diskriminator sind alle fake Bilder vom Generator False und alle echten Bilder True
    # für den Generator sind alle Antworten vom Diskriminator, als Fake identifizert wurden, True
    
    label_smoothing = 0.1
    
    # create model returns:
    g_model = generator(input_z, out_channel_dim)
    (d_model_out_real, d_model_logits_real) = discriminator(input_real)
    (d_model_out_fake, d_model_logits_fake) = discriminator(g_model, reuse=True)
    
    g_model_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(
            logits=d_model_logits_fake, labels=tf.ones_like(d_model_logits_fake))
    )
    
    d_model_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(
            logits=d_model_logits_fake, labels=tf.zeros_like(d_model_logits_fake))
    ) 
    d_model_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(
            logits=d_model_logits_real, labels=tf.ones_like(d_model_logits_real)*(1 - label_smoothing))
    )
    
    d_model_loss = d_model_loss_fake + d_model_loss_real
    
    return (d_model_loss, g_model_loss)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    trainable_vars = tf.trainable_variables()
    descriminator_vars = [x for x in trainable_vars if x.name.startswith("discriminator")]
    generator_vars = [x for x in trainable_vars if x.name.startswith("generator")]
    
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        descriminator_training_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(
            d_loss, var_list=descriminator_vars
        )
        generator_training_optimizer = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(
            g_loss, var_list=generator_vars
        )
        
    
    return (descriminator_training_optimizer, generator_training_optimizer)


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    print_loss_every = 10
    show_images_every = 100
    n_images = 25
    image_width = data_shape[1]
    image_height = data_shape[2]
    image_channels = data_shape[3]

    ph_input_real, ph_input_z, ph_learning_rate = model_inputs(image_width, image_height, image_channels, z_dim)
    
    d_model_loss, g_model_loss = model_loss(ph_input_real, ph_input_z, image_channels)
    d_optimizer, g_optimizer = model_opt(d_model_loss, g_model_loss, ph_learning_rate, beta1)
    nof_batches = 0
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                nof_batches += 1
                
                # TODO: Train Model
                
                batch_images = batch_images * 2.0
                input_z_data = np.random.uniform(-1,1, size=(batch_size, z_dim) )
                                                 
                sess.run(d_optimizer,
                         feed_dict={
                            ph_input_real: batch_images,
                            ph_input_z: input_z_data,
                            ph_learning_rate: learning_rate
                         }
                )
                                                 
                sess.run(g_optimizer, 
                         feed_dict={
                            ph_input_real: batch_images,
                            ph_input_z: input_z_data,
                            ph_learning_rate: learning_rate
                         }
                )
                
                if nof_batches % print_loss_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    _ = train_loss_d = d_model_loss.eval({
                        ph_input_real: batch_images, 
                        ph_input_z: input_z_data
                    })
                    _ = train_loss_g = g_model_loss.eval({
                        ph_input_z: input_z_data
                    })

                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                
                
                if nof_batches % show_images_every == 0:
                    show_generator_output(sess, n_images, ph_input_z, image_channels, data_image_mode)
                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 2.4516... Generator Loss: 0.1757
Epoch 1/2... Discriminator Loss: 2.8522... Generator Loss: 0.1754
Epoch 1/2... Discriminator Loss: 1.2822... Generator Loss: 0.8687
Epoch 1/2... Discriminator Loss: 1.1856... Generator Loss: 1.1304
Epoch 1/2... Discriminator Loss: 1.2257... Generator Loss: 2.4224
Epoch 1/2... Discriminator Loss: 1.2060... Generator Loss: 0.7455
Epoch 1/2... Discriminator Loss: 1.2858... Generator Loss: 2.3596
Epoch 1/2... Discriminator Loss: 1.3186... Generator Loss: 0.6059
Epoch 1/2... Discriminator Loss: 2.1131... Generator Loss: 0.2311
Epoch 1/2... Discriminator Loss: 1.5271... Generator Loss: 0.4159
Epoch 1/2... Discriminator Loss: 0.9966... Generator Loss: 1.2662
Epoch 1/2... Discriminator Loss: 1.3822... Generator Loss: 2.2472
Epoch 1/2... Discriminator Loss: 1.1371... Generator Loss: 0.7646
Epoch 1/2... Discriminator Loss: 1.0137... Generator Loss: 1.1808
Epoch 1/2... Discriminator Loss: 1.0038... Generator Loss: 1.0600
Epoch 1/2... Discriminator Loss: 0.9252... Generator Loss: 1.3936
Epoch 1/2... Discriminator Loss: 1.1983... Generator Loss: 1.9478
Epoch 1/2... Discriminator Loss: 0.9060... Generator Loss: 1.2178
Epoch 1/2... Discriminator Loss: 0.9893... Generator Loss: 1.5816
Epoch 1/2... Discriminator Loss: 1.0064... Generator Loss: 1.2835
Epoch 1/2... Discriminator Loss: 0.9872... Generator Loss: 1.2280
Epoch 1/2... Discriminator Loss: 0.8576... Generator Loss: 1.0717
Epoch 1/2... Discriminator Loss: 0.8923... Generator Loss: 1.0173
Epoch 1/2... Discriminator Loss: 1.0001... Generator Loss: 0.9731
Epoch 1/2... Discriminator Loss: 0.9824... Generator Loss: 1.0030
Epoch 1/2... Discriminator Loss: 0.7237... Generator Loss: 2.0032
Epoch 1/2... Discriminator Loss: 0.7943... Generator Loss: 2.1167
Epoch 1/2... Discriminator Loss: 0.9987... Generator Loss: 0.8384
Epoch 1/2... Discriminator Loss: 0.6649... Generator Loss: 1.9205
Epoch 1/2... Discriminator Loss: 0.7161... Generator Loss: 1.8452
Epoch 1/2... Discriminator Loss: 1.1104... Generator Loss: 0.7296
Epoch 1/2... Discriminator Loss: 0.8687... Generator Loss: 1.1003
Epoch 1/2... Discriminator Loss: 0.8580... Generator Loss: 1.3873
Epoch 1/2... Discriminator Loss: 1.1286... Generator Loss: 0.7508
Epoch 1/2... Discriminator Loss: 1.0505... Generator Loss: 0.7556
Epoch 1/2... Discriminator Loss: 0.9971... Generator Loss: 1.5443
Epoch 1/2... Discriminator Loss: 0.9899... Generator Loss: 0.9107
Epoch 1/2... Discriminator Loss: 1.2761... Generator Loss: 2.9139
Epoch 1/2... Discriminator Loss: 0.7382... Generator Loss: 1.2993
Epoch 1/2... Discriminator Loss: 0.8427... Generator Loss: 1.3340
Epoch 1/2... Discriminator Loss: 0.9171... Generator Loss: 1.2273
Epoch 1/2... Discriminator Loss: 0.9884... Generator Loss: 1.1081
Epoch 1/2... Discriminator Loss: 0.9249... Generator Loss: 1.0790
Epoch 1/2... Discriminator Loss: 0.8702... Generator Loss: 1.4731
Epoch 1/2... Discriminator Loss: 1.0135... Generator Loss: 0.8971
Epoch 1/2... Discriminator Loss: 0.8728... Generator Loss: 1.7994
Epoch 1/2... Discriminator Loss: 1.3529... Generator Loss: 0.5162
Epoch 1/2... Discriminator Loss: 0.9808... Generator Loss: 1.3804
Epoch 1/2... Discriminator Loss: 0.9269... Generator Loss: 1.1853
Epoch 1/2... Discriminator Loss: 1.1764... Generator Loss: 0.6844
Epoch 1/2... Discriminator Loss: 0.9019... Generator Loss: 1.1565
Epoch 1/2... Discriminator Loss: 0.8631... Generator Loss: 1.2125
Epoch 1/2... Discriminator Loss: 1.2528... Generator Loss: 0.6279
Epoch 1/2... Discriminator Loss: 0.9412... Generator Loss: 1.6836
Epoch 1/2... Discriminator Loss: 1.0135... Generator Loss: 1.0346
Epoch 1/2... Discriminator Loss: 0.9642... Generator Loss: 1.4476
Epoch 1/2... Discriminator Loss: 0.9905... Generator Loss: 0.9644
Epoch 1/2... Discriminator Loss: 0.8598... Generator Loss: 1.7217
Epoch 1/2... Discriminator Loss: 0.9610... Generator Loss: 1.0714
Epoch 1/2... Discriminator Loss: 0.8764... Generator Loss: 2.7131
Epoch 1/2... Discriminator Loss: 1.0680... Generator Loss: 0.8094
Epoch 1/2... Discriminator Loss: 0.8653... Generator Loss: 1.1598
Epoch 1/2... Discriminator Loss: 0.9313... Generator Loss: 1.3491
Epoch 1/2... Discriminator Loss: 0.8481... Generator Loss: 1.9842
Epoch 1/2... Discriminator Loss: 1.4567... Generator Loss: 0.4646
Epoch 1/2... Discriminator Loss: 0.9138... Generator Loss: 1.2005
Epoch 1/2... Discriminator Loss: 0.8628... Generator Loss: 1.3836
Epoch 1/2... Discriminator Loss: 1.0082... Generator Loss: 0.8897
Epoch 1/2... Discriminator Loss: 0.9166... Generator Loss: 1.1310
Epoch 1/2... Discriminator Loss: 0.8809... Generator Loss: 1.2478
Epoch 1/2... Discriminator Loss: 1.0330... Generator Loss: 1.0552
Epoch 1/2... Discriminator Loss: 1.0329... Generator Loss: 1.7062
Epoch 1/2... Discriminator Loss: 0.9493... Generator Loss: 1.0936
Epoch 1/2... Discriminator Loss: 0.7751... Generator Loss: 1.4448
Epoch 1/2... Discriminator Loss: 0.8869... Generator Loss: 1.1130
Epoch 1/2... Discriminator Loss: 0.8254... Generator Loss: 1.2367
Epoch 1/2... Discriminator Loss: 0.8975... Generator Loss: 1.5597
Epoch 1/2... Discriminator Loss: 1.1920... Generator Loss: 0.6544
Epoch 1/2... Discriminator Loss: 0.8461... Generator Loss: 1.8281
Epoch 1/2... Discriminator Loss: 0.9862... Generator Loss: 1.7473
Epoch 1/2... Discriminator Loss: 1.1037... Generator Loss: 0.8251
Epoch 1/2... Discriminator Loss: 1.0618... Generator Loss: 1.1393
Epoch 1/2... Discriminator Loss: 0.9139... Generator Loss: 1.0622
Epoch 1/2... Discriminator Loss: 0.8352... Generator Loss: 1.5777
Epoch 1/2... Discriminator Loss: 0.8575... Generator Loss: 1.3689
Epoch 1/2... Discriminator Loss: 1.0104... Generator Loss: 0.9123
Epoch 1/2... Discriminator Loss: 0.8655... Generator Loss: 1.2497
Epoch 1/2... Discriminator Loss: 0.8487... Generator Loss: 1.4590
Epoch 1/2... Discriminator Loss: 0.9406... Generator Loss: 1.0205
Epoch 1/2... Discriminator Loss: 0.8803... Generator Loss: 1.1171
Epoch 1/2... Discriminator Loss: 0.8389... Generator Loss: 1.5072
Epoch 1/2... Discriminator Loss: 1.2184... Generator Loss: 0.6220
Epoch 1/2... Discriminator Loss: 0.8570... Generator Loss: 1.6720
Epoch 1/2... Discriminator Loss: 0.8009... Generator Loss: 1.5558
Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.5256
Epoch 1/2... Discriminator Loss: 0.8603... Generator Loss: 1.3352
Epoch 1/2... Discriminator Loss: 0.8874... Generator Loss: 1.1161
Epoch 1/2... Discriminator Loss: 0.7514... Generator Loss: 1.5882
Epoch 1/2... Discriminator Loss: 0.9808... Generator Loss: 0.8772
Epoch 1/2... Discriminator Loss: 1.0664... Generator Loss: 2.4714
Epoch 1/2... Discriminator Loss: 0.7538... Generator Loss: 1.8225
Epoch 1/2... Discriminator Loss: 0.8029... Generator Loss: 1.2158
Epoch 1/2... Discriminator Loss: 0.7673... Generator Loss: 1.4525
Epoch 1/2... Discriminator Loss: 0.9534... Generator Loss: 0.9370
Epoch 1/2... Discriminator Loss: 0.8168... Generator Loss: 1.3538
Epoch 1/2... Discriminator Loss: 0.8935... Generator Loss: 1.8511
Epoch 1/2... Discriminator Loss: 0.7754... Generator Loss: 1.9087
Epoch 1/2... Discriminator Loss: 0.8626... Generator Loss: 1.0728
Epoch 1/2... Discriminator Loss: 1.3670... Generator Loss: 0.5741
Epoch 1/2... Discriminator Loss: 0.6809... Generator Loss: 1.5439
Epoch 1/2... Discriminator Loss: 0.7136... Generator Loss: 1.5434
Epoch 1/2... Discriminator Loss: 1.1403... Generator Loss: 0.6692
Epoch 1/2... Discriminator Loss: 2.3823... Generator Loss: 0.2416
Epoch 1/2... Discriminator Loss: 0.7813... Generator Loss: 1.2021
Epoch 1/2... Discriminator Loss: 0.8386... Generator Loss: 1.0298
Epoch 1/2... Discriminator Loss: 0.7194... Generator Loss: 1.9151
Epoch 1/2... Discriminator Loss: 0.9010... Generator Loss: 1.1088
Epoch 1/2... Discriminator Loss: 0.7636... Generator Loss: 1.2627
Epoch 1/2... Discriminator Loss: 0.7260... Generator Loss: 1.5557
Epoch 1/2... Discriminator Loss: 0.6795... Generator Loss: 1.6719
Epoch 1/2... Discriminator Loss: 0.8867... Generator Loss: 0.9632
Epoch 1/2... Discriminator Loss: 0.7142... Generator Loss: 1.4499
Epoch 1/2... Discriminator Loss: 0.8360... Generator Loss: 1.0303
Epoch 1/2... Discriminator Loss: 0.7267... Generator Loss: 1.4041
Epoch 1/2... Discriminator Loss: 0.8062... Generator Loss: 1.2679
Epoch 1/2... Discriminator Loss: 1.0260... Generator Loss: 0.8312
Epoch 1/2... Discriminator Loss: 2.1602... Generator Loss: 0.2308
Epoch 1/2... Discriminator Loss: 1.1502... Generator Loss: 0.7380
Epoch 1/2... Discriminator Loss: 0.6302... Generator Loss: 1.6748
Epoch 1/2... Discriminator Loss: 0.6691... Generator Loss: 1.5256
Epoch 1/2... Discriminator Loss: 0.7183... Generator Loss: 1.4820
Epoch 1/2... Discriminator Loss: 0.6725... Generator Loss: 1.5833
Epoch 1/2... Discriminator Loss: 1.2132... Generator Loss: 0.6232
Epoch 1/2... Discriminator Loss: 1.0761... Generator Loss: 0.7686
Epoch 1/2... Discriminator Loss: 1.0344... Generator Loss: 0.9076
Epoch 1/2... Discriminator Loss: 0.7442... Generator Loss: 1.2154
Epoch 1/2... Discriminator Loss: 1.6500... Generator Loss: 0.5385
Epoch 1/2... Discriminator Loss: 1.0992... Generator Loss: 0.7506
Epoch 1/2... Discriminator Loss: 0.7049... Generator Loss: 1.4896
Epoch 1/2... Discriminator Loss: 0.6933... Generator Loss: 1.3866
Epoch 1/2... Discriminator Loss: 1.1681... Generator Loss: 0.7126
Epoch 1/2... Discriminator Loss: 0.5754... Generator Loss: 1.9243
Epoch 1/2... Discriminator Loss: 0.8401... Generator Loss: 1.0755
Epoch 1/2... Discriminator Loss: 0.8634... Generator Loss: 1.0289
Epoch 1/2... Discriminator Loss: 0.7435... Generator Loss: 1.3260
Epoch 1/2... Discriminator Loss: 0.5266... Generator Loss: 2.4931
Epoch 1/2... Discriminator Loss: 0.9023... Generator Loss: 2.5628
Epoch 1/2... Discriminator Loss: 0.7103... Generator Loss: 1.3713
Epoch 1/2... Discriminator Loss: 0.8449... Generator Loss: 1.3936
Epoch 1/2... Discriminator Loss: 0.9869... Generator Loss: 0.8701
Epoch 1/2... Discriminator Loss: 1.7947... Generator Loss: 0.3586
Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.3734
Epoch 1/2... Discriminator Loss: 0.8617... Generator Loss: 1.0560
Epoch 1/2... Discriminator Loss: 0.7590... Generator Loss: 1.2216
Epoch 1/2... Discriminator Loss: 0.7592... Generator Loss: 1.2475
Epoch 1/2... Discriminator Loss: 0.7410... Generator Loss: 1.9414
Epoch 1/2... Discriminator Loss: 0.6864... Generator Loss: 1.4096
Epoch 1/2... Discriminator Loss: 0.8709... Generator Loss: 1.0640
Epoch 1/2... Discriminator Loss: 1.6007... Generator Loss: 0.4354
Epoch 1/2... Discriminator Loss: 0.8341... Generator Loss: 1.4914
Epoch 1/2... Discriminator Loss: 0.6708... Generator Loss: 1.8978
Epoch 1/2... Discriminator Loss: 0.9338... Generator Loss: 0.9716
Epoch 1/2... Discriminator Loss: 0.8326... Generator Loss: 1.0692
Epoch 1/2... Discriminator Loss: 0.6451... Generator Loss: 1.5127
Epoch 1/2... Discriminator Loss: 0.8965... Generator Loss: 1.0797
Epoch 1/2... Discriminator Loss: 0.6483... Generator Loss: 2.2366
Epoch 1/2... Discriminator Loss: 0.7727... Generator Loss: 1.1987
Epoch 1/2... Discriminator Loss: 0.8479... Generator Loss: 1.1847
Epoch 1/2... Discriminator Loss: 0.6377... Generator Loss: 1.6375
Epoch 1/2... Discriminator Loss: 0.6491... Generator Loss: 1.9202
Epoch 1/2... Discriminator Loss: 0.6953... Generator Loss: 1.6116
Epoch 1/2... Discriminator Loss: 1.2259... Generator Loss: 0.6556
Epoch 1/2... Discriminator Loss: 0.9968... Generator Loss: 1.1790
Epoch 1/2... Discriminator Loss: 0.6260... Generator Loss: 1.8015
Epoch 1/2... Discriminator Loss: 0.6404... Generator Loss: 1.5833
Epoch 1/2... Discriminator Loss: 0.9066... Generator Loss: 1.0327
Epoch 1/2... Discriminator Loss: 0.8398... Generator Loss: 1.0725
Epoch 1/2... Discriminator Loss: 0.6525... Generator Loss: 2.2906
Epoch 1/2... Discriminator Loss: 1.1254... Generator Loss: 1.5155
Epoch 1/2... Discriminator Loss: 0.7069... Generator Loss: 1.4732
Epoch 1/2... Discriminator Loss: 0.8140... Generator Loss: 1.1241
Epoch 1/2... Discriminator Loss: 0.6462... Generator Loss: 1.5436
Epoch 1/2... Discriminator Loss: 1.1133... Generator Loss: 0.6685
Epoch 1/2... Discriminator Loss: 0.8071... Generator Loss: 1.6723
Epoch 1/2... Discriminator Loss: 0.6496... Generator Loss: 1.5732
Epoch 1/2... Discriminator Loss: 0.8987... Generator Loss: 0.9471
Epoch 1/2... Discriminator Loss: 0.8492... Generator Loss: 1.0800
Epoch 2/2... Discriminator Loss: 0.8558... Generator Loss: 1.0021
Epoch 2/2... Discriminator Loss: 0.6001... Generator Loss: 1.7268
Epoch 2/2... Discriminator Loss: 0.9143... Generator Loss: 0.9611
Epoch 2/2... Discriminator Loss: 1.5812... Generator Loss: 0.4640
Epoch 2/2... Discriminator Loss: 0.8318... Generator Loss: 1.3406
Epoch 2/2... Discriminator Loss: 0.7785... Generator Loss: 1.2388
Epoch 2/2... Discriminator Loss: 0.7343... Generator Loss: 1.3244
Epoch 2/2... Discriminator Loss: 0.7093... Generator Loss: 1.4651
Epoch 2/2... Discriminator Loss: 0.7786... Generator Loss: 1.1877
Epoch 2/2... Discriminator Loss: 0.6940... Generator Loss: 1.7003
Epoch 2/2... Discriminator Loss: 0.6418... Generator Loss: 1.9490
Epoch 2/2... Discriminator Loss: 0.6582... Generator Loss: 2.1703
Epoch 2/2... Discriminator Loss: 0.8864... Generator Loss: 1.0422
Epoch 2/2... Discriminator Loss: 0.6581... Generator Loss: 1.4907
Epoch 2/2... Discriminator Loss: 1.5767... Generator Loss: 0.4792
Epoch 2/2... Discriminator Loss: 0.7588... Generator Loss: 1.2842
Epoch 2/2... Discriminator Loss: 0.6364... Generator Loss: 1.4874
Epoch 2/2... Discriminator Loss: 0.8729... Generator Loss: 1.0522
Epoch 2/2... Discriminator Loss: 0.9992... Generator Loss: 2.9158
Epoch 2/2... Discriminator Loss: 0.9642... Generator Loss: 0.9156
Epoch 2/2... Discriminator Loss: 0.7045... Generator Loss: 1.4339
Epoch 2/2... Discriminator Loss: 0.5767... Generator Loss: 1.7357
Epoch 2/2... Discriminator Loss: 0.5811... Generator Loss: 1.6557
Epoch 2/2... Discriminator Loss: 0.6039... Generator Loss: 1.9571
Epoch 2/2... Discriminator Loss: 0.9513... Generator Loss: 0.9932
Epoch 2/2... Discriminator Loss: 0.9647... Generator Loss: 0.8822
Epoch 2/2... Discriminator Loss: 1.5187... Generator Loss: 3.4226
Epoch 2/2... Discriminator Loss: 0.6759... Generator Loss: 1.5503
Epoch 2/2... Discriminator Loss: 0.7229... Generator Loss: 1.3290
Epoch 2/2... Discriminator Loss: 1.0193... Generator Loss: 0.8349
Epoch 2/2... Discriminator Loss: 0.5400... Generator Loss: 2.2111
Epoch 2/2... Discriminator Loss: 0.7585... Generator Loss: 1.2303
Epoch 2/2... Discriminator Loss: 0.6838... Generator Loss: 1.4462
Epoch 2/2... Discriminator Loss: 0.5146... Generator Loss: 2.2925
Epoch 2/2... Discriminator Loss: 1.4043... Generator Loss: 0.5755
Epoch 2/2... Discriminator Loss: 0.6203... Generator Loss: 1.8435
Epoch 2/2... Discriminator Loss: 0.9152... Generator Loss: 0.9813
Epoch 2/2... Discriminator Loss: 0.8016... Generator Loss: 1.1613
Epoch 2/2... Discriminator Loss: 1.0926... Generator Loss: 0.8494
Epoch 2/2... Discriminator Loss: 0.8701... Generator Loss: 1.0057
Epoch 2/2... Discriminator Loss: 0.5992... Generator Loss: 1.6888
Epoch 2/2... Discriminator Loss: 0.9199... Generator Loss: 0.9805
Epoch 2/2... Discriminator Loss: 1.1226... Generator Loss: 0.7103
Epoch 2/2... Discriminator Loss: 0.7034... Generator Loss: 1.3967
Epoch 2/2... Discriminator Loss: 1.0260... Generator Loss: 0.8273
Epoch 2/2... Discriminator Loss: 0.6902... Generator Loss: 1.4269
Epoch 2/2... Discriminator Loss: 0.6038... Generator Loss: 1.6600
Epoch 2/2... Discriminator Loss: 0.6733... Generator Loss: 1.4888
Epoch 2/2... Discriminator Loss: 0.5854... Generator Loss: 2.9735
Epoch 2/2... Discriminator Loss: 0.9302... Generator Loss: 0.9470
Epoch 2/2... Discriminator Loss: 0.7159... Generator Loss: 2.2506
Epoch 2/2... Discriminator Loss: 0.5282... Generator Loss: 2.7162
Epoch 2/2... Discriminator Loss: 0.7081... Generator Loss: 1.4597
Epoch 2/2... Discriminator Loss: 0.7842... Generator Loss: 1.1593
Epoch 2/2... Discriminator Loss: 0.8940... Generator Loss: 0.9915
Epoch 2/2... Discriminator Loss: 0.5730... Generator Loss: 1.7411
Epoch 2/2... Discriminator Loss: 0.8181... Generator Loss: 1.0931
Epoch 2/2... Discriminator Loss: 0.7791... Generator Loss: 1.2293
Epoch 2/2... Discriminator Loss: 1.1556... Generator Loss: 0.8094
Epoch 2/2... Discriminator Loss: 0.8014... Generator Loss: 1.8089
Epoch 2/2... Discriminator Loss: 0.8023... Generator Loss: 1.2105
Epoch 2/2... Discriminator Loss: 0.5532... Generator Loss: 1.8607
Epoch 2/2... Discriminator Loss: 0.7238... Generator Loss: 1.4956
Epoch 2/2... Discriminator Loss: 0.8651... Generator Loss: 2.4324
Epoch 2/2... Discriminator Loss: 0.7706... Generator Loss: 1.2896
Epoch 2/2... Discriminator Loss: 0.7650... Generator Loss: 1.3277
Epoch 2/2... Discriminator Loss: 0.9121... Generator Loss: 0.9268
Epoch 2/2... Discriminator Loss: 0.8194... Generator Loss: 1.3003
Epoch 2/2... Discriminator Loss: 0.7394... Generator Loss: 1.2315
Epoch 2/2... Discriminator Loss: 0.8337... Generator Loss: 1.3161
Epoch 2/2... Discriminator Loss: 0.7926... Generator Loss: 1.3450
Epoch 2/2... Discriminator Loss: 0.5967... Generator Loss: 1.6691
Epoch 2/2... Discriminator Loss: 0.6692... Generator Loss: 1.4793
Epoch 2/2... Discriminator Loss: 0.5695... Generator Loss: 1.8165
Epoch 2/2... Discriminator Loss: 0.5987... Generator Loss: 1.9465
Epoch 2/2... Discriminator Loss: 0.5294... Generator Loss: 2.1254
Epoch 2/2... Discriminator Loss: 0.6571... Generator Loss: 1.5059
Epoch 2/2... Discriminator Loss: 0.8155... Generator Loss: 1.1522
Epoch 2/2... Discriminator Loss: 0.6519... Generator Loss: 1.5115
Epoch 2/2... Discriminator Loss: 1.9759... Generator Loss: 0.4145
Epoch 2/2... Discriminator Loss: 0.8717... Generator Loss: 1.1314
Epoch 2/2... Discriminator Loss: 0.5515... Generator Loss: 2.2229
Epoch 2/2... Discriminator Loss: 0.5361... Generator Loss: 2.2382
Epoch 2/2... Discriminator Loss: 0.6614... Generator Loss: 1.4905
Epoch 2/2... Discriminator Loss: 0.5252... Generator Loss: 2.4529
Epoch 2/2... Discriminator Loss: 0.9740... Generator Loss: 0.9242
Epoch 2/2... Discriminator Loss: 0.8345... Generator Loss: 1.2369
Epoch 2/2... Discriminator Loss: 0.7529... Generator Loss: 1.2534
Epoch 2/2... Discriminator Loss: 0.5292... Generator Loss: 1.9623
Epoch 2/2... Discriminator Loss: 0.5527... Generator Loss: 1.8513
Epoch 2/2... Discriminator Loss: 0.6384... Generator Loss: 2.0178
Epoch 2/2... Discriminator Loss: 0.6125... Generator Loss: 1.6760
Epoch 2/2... Discriminator Loss: 0.7222... Generator Loss: 1.3134
Epoch 2/2... Discriminator Loss: 0.5366... Generator Loss: 2.1913
Epoch 2/2... Discriminator Loss: 0.8897... Generator Loss: 1.1028
Epoch 2/2... Discriminator Loss: 0.8225... Generator Loss: 1.1564
Epoch 2/2... Discriminator Loss: 0.6623... Generator Loss: 1.4843
Epoch 2/2... Discriminator Loss: 0.5407... Generator Loss: 1.9941
Epoch 2/2... Discriminator Loss: 0.5440... Generator Loss: 1.8944
Epoch 2/2... Discriminator Loss: 0.6823... Generator Loss: 1.6453
Epoch 2/2... Discriminator Loss: 0.6165... Generator Loss: 2.0370
Epoch 2/2... Discriminator Loss: 0.5775... Generator Loss: 1.9811
Epoch 2/2... Discriminator Loss: 0.5734... Generator Loss: 2.0461
Epoch 2/2... Discriminator Loss: 0.7699... Generator Loss: 1.2346
Epoch 2/2... Discriminator Loss: 0.5539... Generator Loss: 1.9421
Epoch 2/2... Discriminator Loss: 0.5482... Generator Loss: 1.9300
Epoch 2/2... Discriminator Loss: 0.6581... Generator Loss: 1.5180
Epoch 2/2... Discriminator Loss: 0.6087... Generator Loss: 1.9604
Epoch 2/2... Discriminator Loss: 0.7730... Generator Loss: 1.1519
Epoch 2/2... Discriminator Loss: 0.5022... Generator Loss: 2.2205
Epoch 2/2... Discriminator Loss: 1.1769... Generator Loss: 4.1545
Epoch 2/2... Discriminator Loss: 0.6340... Generator Loss: 1.6236
Epoch 2/2... Discriminator Loss: 0.6858... Generator Loss: 1.6307
Epoch 2/2... Discriminator Loss: 0.5977... Generator Loss: 1.6106
Epoch 2/2... Discriminator Loss: 0.6405... Generator Loss: 1.5227
Epoch 2/2... Discriminator Loss: 0.8243... Generator Loss: 1.1088
Epoch 2/2... Discriminator Loss: 0.7041... Generator Loss: 1.4515
Epoch 2/2... Discriminator Loss: 0.7272... Generator Loss: 1.2767
Epoch 2/2... Discriminator Loss: 0.5207... Generator Loss: 2.7743
Epoch 2/2... Discriminator Loss: 0.6856... Generator Loss: 1.3829
Epoch 2/2... Discriminator Loss: 0.5675... Generator Loss: 1.8868
Epoch 2/2... Discriminator Loss: 0.6898... Generator Loss: 1.3394
Epoch 2/2... Discriminator Loss: 0.5558... Generator Loss: 1.9409
Epoch 2/2... Discriminator Loss: 1.1891... Generator Loss: 0.7192
Epoch 2/2... Discriminator Loss: 0.5706... Generator Loss: 1.8698
Epoch 2/2... Discriminator Loss: 0.5374... Generator Loss: 1.9787
Epoch 2/2... Discriminator Loss: 0.6761... Generator Loss: 1.4714
Epoch 2/2... Discriminator Loss: 2.0961... Generator Loss: 0.3638
Epoch 2/2... Discriminator Loss: 0.7106... Generator Loss: 1.4030
Epoch 2/2... Discriminator Loss: 0.9022... Generator Loss: 1.0964
Epoch 2/2... Discriminator Loss: 0.5941... Generator Loss: 1.7486
Epoch 2/2... Discriminator Loss: 0.5747... Generator Loss: 1.8472
Epoch 2/2... Discriminator Loss: 1.0847... Generator Loss: 0.8460
Epoch 2/2... Discriminator Loss: 0.6211... Generator Loss: 1.6377
Epoch 2/2... Discriminator Loss: 0.7067... Generator Loss: 1.3321
Epoch 2/2... Discriminator Loss: 0.7286... Generator Loss: 1.2965
Epoch 2/2... Discriminator Loss: 0.6590... Generator Loss: 1.4498
Epoch 2/2... Discriminator Loss: 0.8000... Generator Loss: 2.3386
Epoch 2/2... Discriminator Loss: 0.7075... Generator Loss: 2.6321
Epoch 2/2... Discriminator Loss: 0.4706... Generator Loss: 2.4782
Epoch 2/2... Discriminator Loss: 0.5493... Generator Loss: 1.9596
Epoch 2/2... Discriminator Loss: 0.7096... Generator Loss: 1.4167
Epoch 2/2... Discriminator Loss: 0.5550... Generator Loss: 1.7834
Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.3471
Epoch 2/2... Discriminator Loss: 0.5297... Generator Loss: 1.9935
Epoch 2/2... Discriminator Loss: 0.4507... Generator Loss: 2.5627
Epoch 2/2... Discriminator Loss: 0.6191... Generator Loss: 1.6422
Epoch 2/2... Discriminator Loss: 0.5686... Generator Loss: 1.8750
Epoch 2/2... Discriminator Loss: 0.6151... Generator Loss: 1.5588
Epoch 2/2... Discriminator Loss: 0.6912... Generator Loss: 1.4230
Epoch 2/2... Discriminator Loss: 0.6069... Generator Loss: 1.7839
Epoch 2/2... Discriminator Loss: 0.6809... Generator Loss: 1.6483
Epoch 2/2... Discriminator Loss: 0.5456... Generator Loss: 1.9994
Epoch 2/2... Discriminator Loss: 0.5628... Generator Loss: 1.8782
Epoch 2/2... Discriminator Loss: 0.5290... Generator Loss: 2.0487
Epoch 2/2... Discriminator Loss: 1.0982... Generator Loss: 0.8137
Epoch 2/2... Discriminator Loss: 0.5906... Generator Loss: 2.0041
Epoch 2/2... Discriminator Loss: 0.6579... Generator Loss: 1.5528
Epoch 2/2... Discriminator Loss: 0.8674... Generator Loss: 1.1517
Epoch 2/2... Discriminator Loss: 0.5210... Generator Loss: 2.3884
Epoch 2/2... Discriminator Loss: 0.6719... Generator Loss: 3.4475
Epoch 2/2... Discriminator Loss: 0.4357... Generator Loss: 3.2177
Epoch 2/2... Discriminator Loss: 0.5656... Generator Loss: 2.7560
Epoch 2/2... Discriminator Loss: 0.5196... Generator Loss: 2.2722
Epoch 2/2... Discriminator Loss: 0.6127... Generator Loss: 2.2216
Epoch 2/2... Discriminator Loss: 0.5121... Generator Loss: 2.2249
Epoch 2/2... Discriminator Loss: 0.7933... Generator Loss: 1.2089
Epoch 2/2... Discriminator Loss: 0.6457... Generator Loss: 1.5031
Epoch 2/2... Discriminator Loss: 1.3075... Generator Loss: 0.7803
Epoch 2/2... Discriminator Loss: 1.5306... Generator Loss: 0.5057
Epoch 2/2... Discriminator Loss: 0.6235... Generator Loss: 1.6387
Epoch 2/2... Discriminator Loss: 0.9728... Generator Loss: 0.8816
Epoch 2/2... Discriminator Loss: 0.6453... Generator Loss: 2.9109
Epoch 2/2... Discriminator Loss: 0.7950... Generator Loss: 1.1757
Epoch 2/2... Discriminator Loss: 0.5137... Generator Loss: 2.2126
Epoch 2/2... Discriminator Loss: 0.4658... Generator Loss: 2.3990
Epoch 2/2... Discriminator Loss: 0.5536... Generator Loss: 1.9528
Epoch 2/2... Discriminator Loss: 0.5179... Generator Loss: 2.1965
Epoch 2/2... Discriminator Loss: 0.7191... Generator Loss: 1.4041
Epoch 2/2... Discriminator Loss: 1.2068... Generator Loss: 0.6464
Epoch 2/2... Discriminator Loss: 0.6985... Generator Loss: 1.3559
Epoch 2/2... Discriminator Loss: 1.1183... Generator Loss: 0.7310
Epoch 2/2... Discriminator Loss: 0.5319... Generator Loss: 2.0979
Epoch 2/2... Discriminator Loss: 0.5171... Generator Loss: 2.0853
Epoch 2/2... Discriminator Loss: 0.5028... Generator Loss: 2.1719
Epoch 2/2... Discriminator Loss: 0.5936... Generator Loss: 1.6827
Epoch 2/2... Discriminator Loss: 0.7285... Generator Loss: 1.4360
Epoch 2/2... Discriminator Loss: 0.4975... Generator Loss: 2.6954

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [ ]:
batch_size = 32
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 3

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
print(celeba_dataset.shape)
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
(202599, 28, 28, 3)
Epoch 1/3... Discriminator Loss: 0.8889... Generator Loss: 1.3120
Epoch 1/3... Discriminator Loss: 1.1326... Generator Loss: 1.0598
Epoch 1/3... Discriminator Loss: 0.7967... Generator Loss: 1.4347
Epoch 1/3... Discriminator Loss: 1.0306... Generator Loss: 1.0656
Epoch 1/3... Discriminator Loss: 1.2485... Generator Loss: 4.9664
Epoch 1/3... Discriminator Loss: 1.4929... Generator Loss: 3.1286
Epoch 1/3... Discriminator Loss: 1.3307... Generator Loss: 0.6907
Epoch 1/3... Discriminator Loss: 1.7092... Generator Loss: 0.4044
Epoch 1/3... Discriminator Loss: 1.4204... Generator Loss: 0.5601
Epoch 1/3... Discriminator Loss: 0.9736... Generator Loss: 0.9274
Epoch 1/3... Discriminator Loss: 2.0339... Generator Loss: 0.3016
Epoch 1/3... Discriminator Loss: 1.5383... Generator Loss: 0.5061
Epoch 1/3... Discriminator Loss: 0.9657... Generator Loss: 1.2217
Epoch 1/3... Discriminator Loss: 1.1073... Generator Loss: 0.8455
Epoch 1/3... Discriminator Loss: 1.7481... Generator Loss: 0.3475
Epoch 1/3... Discriminator Loss: 1.1250... Generator Loss: 1.1390
Epoch 1/3... Discriminator Loss: 1.1363... Generator Loss: 1.5874
Epoch 1/3... Discriminator Loss: 1.3235... Generator Loss: 0.9368
Epoch 1/3... Discriminator Loss: 1.6957... Generator Loss: 2.7795
Epoch 1/3... Discriminator Loss: 1.4740... Generator Loss: 0.8051
Epoch 1/3... Discriminator Loss: 1.0702... Generator Loss: 2.0761
Epoch 1/3... Discriminator Loss: 1.3639... Generator Loss: 1.3020
Epoch 1/3... Discriminator Loss: 0.9723... Generator Loss: 1.1736
Epoch 1/3... Discriminator Loss: 1.1211... Generator Loss: 0.9003
Epoch 1/3... Discriminator Loss: 1.1274... Generator Loss: 1.0478
Epoch 1/3... Discriminator Loss: 1.3403... Generator Loss: 1.9330
Epoch 1/3... Discriminator Loss: 0.9003... Generator Loss: 1.1138
Epoch 1/3... Discriminator Loss: 1.2671... Generator Loss: 0.9548
Epoch 1/3... Discriminator Loss: 1.1332... Generator Loss: 0.7788
Epoch 1/3... Discriminator Loss: 1.2825... Generator Loss: 0.6830
Epoch 1/3... Discriminator Loss: 1.5025... Generator Loss: 0.5213
Epoch 1/3... Discriminator Loss: 1.0866... Generator Loss: 1.3647
Epoch 1/3... Discriminator Loss: 1.2897... Generator Loss: 0.8055
Epoch 1/3... Discriminator Loss: 1.1190... Generator Loss: 0.8349
Epoch 1/3... Discriminator Loss: 1.1777... Generator Loss: 0.7100
Epoch 1/3... Discriminator Loss: 1.2908... Generator Loss: 0.7101
Epoch 1/3... Discriminator Loss: 1.4081... Generator Loss: 1.7543
Epoch 1/3... Discriminator Loss: 1.1900... Generator Loss: 1.5560
Epoch 1/3... Discriminator Loss: 1.2837... Generator Loss: 0.8243
Epoch 1/3... Discriminator Loss: 1.1984... Generator Loss: 0.6879
Epoch 1/3... Discriminator Loss: 1.1377... Generator Loss: 1.0314
Epoch 1/3... Discriminator Loss: 1.4754... Generator Loss: 0.5776
Epoch 1/3... Discriminator Loss: 1.2165... Generator Loss: 0.9085
Epoch 1/3... Discriminator Loss: 1.1622... Generator Loss: 1.8154
Epoch 1/3... Discriminator Loss: 1.1490... Generator Loss: 0.9900
Epoch 1/3... Discriminator Loss: 1.1732... Generator Loss: 0.9503
Epoch 1/3... Discriminator Loss: 1.2663... Generator Loss: 0.6425
Epoch 1/3... Discriminator Loss: 1.2278... Generator Loss: 0.8472
Epoch 1/3... Discriminator Loss: 1.5903... Generator Loss: 0.4443
Epoch 1/3... Discriminator Loss: 1.4228... Generator Loss: 0.5065
Epoch 1/3... Discriminator Loss: 1.0064... Generator Loss: 1.4092
Epoch 1/3... Discriminator Loss: 1.5485... Generator Loss: 0.4579
Epoch 1/3... Discriminator Loss: 1.0845... Generator Loss: 1.0312
Epoch 1/3... Discriminator Loss: 1.1939... Generator Loss: 1.1290
Epoch 1/3... Discriminator Loss: 1.2067... Generator Loss: 0.8871
Epoch 1/3... Discriminator Loss: 1.3490... Generator Loss: 0.7055
Epoch 1/3... Discriminator Loss: 1.4068... Generator Loss: 0.7060
Epoch 1/3... Discriminator Loss: 1.0713... Generator Loss: 1.1028
Epoch 1/3... Discriminator Loss: 1.1908... Generator Loss: 0.8828
Epoch 1/3... Discriminator Loss: 1.5237... Generator Loss: 0.4370
Epoch 1/3... Discriminator Loss: 1.1445... Generator Loss: 0.8988
Epoch 1/3... Discriminator Loss: 1.6555... Generator Loss: 0.3890
Epoch 1/3... Discriminator Loss: 1.1515... Generator Loss: 0.7718
Epoch 1/3... Discriminator Loss: 1.7690... Generator Loss: 0.3801
Epoch 1/3... Discriminator Loss: 1.0547... Generator Loss: 1.3520
Epoch 1/3... Discriminator Loss: 1.1877... Generator Loss: 1.1356
Epoch 1/3... Discriminator Loss: 1.4485... Generator Loss: 0.6274
Epoch 1/3... Discriminator Loss: 1.1778... Generator Loss: 0.8431
Epoch 1/3... Discriminator Loss: 1.2188... Generator Loss: 0.7924
Epoch 1/3... Discriminator Loss: 1.2248... Generator Loss: 0.8885
Epoch 1/3... Discriminator Loss: 1.1287... Generator Loss: 1.2065
Epoch 1/3... Discriminator Loss: 1.2119... Generator Loss: 1.0659
Epoch 1/3... Discriminator Loss: 1.3303... Generator Loss: 0.6952
Epoch 1/3... Discriminator Loss: 1.3464... Generator Loss: 0.8061
Epoch 1/3... Discriminator Loss: 1.4847... Generator Loss: 0.4896
Epoch 1/3... Discriminator Loss: 1.3796... Generator Loss: 0.8455
Epoch 1/3... Discriminator Loss: 1.1313... Generator Loss: 0.7685
Epoch 1/3... Discriminator Loss: 1.1275... Generator Loss: 0.8465
Epoch 1/3... Discriminator Loss: 1.2720... Generator Loss: 0.6994
Epoch 1/3... Discriminator Loss: 1.2803... Generator Loss: 0.8228
Epoch 1/3... Discriminator Loss: 1.2053... Generator Loss: 0.9159
Epoch 1/3... Discriminator Loss: 1.4128... Generator Loss: 1.5702
Epoch 1/3... Discriminator Loss: 1.1540... Generator Loss: 1.0038
Epoch 1/3... Discriminator Loss: 1.3646... Generator Loss: 1.3944
Epoch 1/3... Discriminator Loss: 1.3438... Generator Loss: 0.6367
Epoch 1/3... Discriminator Loss: 1.1957... Generator Loss: 0.7896
Epoch 1/3... Discriminator Loss: 1.1562... Generator Loss: 1.0348
Epoch 1/3... Discriminator Loss: 1.3688... Generator Loss: 0.7069
Epoch 1/3... Discriminator Loss: 1.2122... Generator Loss: 0.8305
Epoch 1/3... Discriminator Loss: 1.2509... Generator Loss: 1.0434
Epoch 1/3... Discriminator Loss: 1.2050... Generator Loss: 0.7740
Epoch 1/3... Discriminator Loss: 1.3160... Generator Loss: 0.6809
Epoch 1/3... Discriminator Loss: 1.2066... Generator Loss: 0.9492
Epoch 1/3... Discriminator Loss: 1.5430... Generator Loss: 0.4329
Epoch 1/3... Discriminator Loss: 1.3389... Generator Loss: 0.6146
Epoch 1/3... Discriminator Loss: 1.1131... Generator Loss: 1.1103
Epoch 1/3... Discriminator Loss: 1.0204... Generator Loss: 1.1924
Epoch 1/3... Discriminator Loss: 1.0454... Generator Loss: 0.9686
Epoch 1/3... Discriminator Loss: 1.3387... Generator Loss: 1.1093
Epoch 1/3... Discriminator Loss: 1.2129... Generator Loss: 1.0354
Epoch 1/3... Discriminator Loss: 1.1566... Generator Loss: 0.7584
Epoch 1/3... Discriminator Loss: 0.8922... Generator Loss: 1.0685
Epoch 1/3... Discriminator Loss: 1.3091... Generator Loss: 0.6052
Epoch 1/3... Discriminator Loss: 1.0142... Generator Loss: 2.0699
Epoch 1/3... Discriminator Loss: 2.2294... Generator Loss: 0.1787
Epoch 1/3... Discriminator Loss: 0.8536... Generator Loss: 1.6336
Epoch 1/3... Discriminator Loss: 0.8838... Generator Loss: 1.2144
Epoch 1/3... Discriminator Loss: 0.8613... Generator Loss: 2.0052
Epoch 1/3... Discriminator Loss: 1.3335... Generator Loss: 0.5804
Epoch 1/3... Discriminator Loss: 0.7573... Generator Loss: 1.5682
Epoch 1/3... Discriminator Loss: 0.7790... Generator Loss: 1.8009
Epoch 1/3... Discriminator Loss: 1.1464... Generator Loss: 1.5078
Epoch 1/3... Discriminator Loss: 0.9314... Generator Loss: 1.1954
Epoch 1/3... Discriminator Loss: 0.7722... Generator Loss: 1.6668
Epoch 1/3... Discriminator Loss: 1.2090... Generator Loss: 1.0574
Epoch 1/3... Discriminator Loss: 1.7080... Generator Loss: 2.5018
Epoch 1/3... Discriminator Loss: 0.8196... Generator Loss: 1.3789
Epoch 1/3... Discriminator Loss: 0.8547... Generator Loss: 1.1360
Epoch 1/3... Discriminator Loss: 0.6762... Generator Loss: 2.4017
Epoch 1/3... Discriminator Loss: 0.8323... Generator Loss: 1.8662
Epoch 1/3... Discriminator Loss: 0.8422... Generator Loss: 1.2492
Epoch 1/3... Discriminator Loss: 0.5846... Generator Loss: 2.2147
Epoch 1/3... Discriminator Loss: 0.9425... Generator Loss: 0.9050
Epoch 1/3... Discriminator Loss: 0.6991... Generator Loss: 1.6464
Epoch 1/3... Discriminator Loss: 1.3009... Generator Loss: 4.2285
Epoch 1/3... Discriminator Loss: 2.1631... Generator Loss: 2.0464
Epoch 1/3... Discriminator Loss: 1.7109... Generator Loss: 0.3381
Epoch 1/3... Discriminator Loss: 0.5937... Generator Loss: 1.8215
Epoch 1/3... Discriminator Loss: 0.7032... Generator Loss: 1.3281
Epoch 1/3... Discriminator Loss: 1.0691... Generator Loss: 0.8046
Epoch 1/3... Discriminator Loss: 1.2418... Generator Loss: 0.6516
Epoch 1/3... Discriminator Loss: 0.7480... Generator Loss: 1.2140
Epoch 1/3... Discriminator Loss: 0.8122... Generator Loss: 1.1296
Epoch 1/3... Discriminator Loss: 0.7974... Generator Loss: 3.5520
Epoch 1/3... Discriminator Loss: 0.6785... Generator Loss: 1.7064
Epoch 1/3... Discriminator Loss: 1.3851... Generator Loss: 0.4774
Epoch 1/3... Discriminator Loss: 1.5446... Generator Loss: 0.4235
Epoch 1/3... Discriminator Loss: 0.6116... Generator Loss: 4.6520
Epoch 1/3... Discriminator Loss: 0.5440... Generator Loss: 2.3008
Epoch 1/3... Discriminator Loss: 0.5207... Generator Loss: 3.5955
Epoch 1/3... Discriminator Loss: 1.1299... Generator Loss: 3.9544
Epoch 1/3... Discriminator Loss: 0.9499... Generator Loss: 0.9016
Epoch 1/3... Discriminator Loss: 0.6992... Generator Loss: 1.3612
Epoch 1/3... Discriminator Loss: 0.4242... Generator Loss: 3.4512
Epoch 1/3... Discriminator Loss: 1.0089... Generator Loss: 3.6008
Epoch 1/3... Discriminator Loss: 0.4563... Generator Loss: 3.6959
Epoch 1/3... Discriminator Loss: 0.9657... Generator Loss: 0.8787
Epoch 1/3... Discriminator Loss: 0.4901... Generator Loss: 2.1296
Epoch 1/3... Discriminator Loss: 0.4538... Generator Loss: 2.4829
Epoch 1/3... Discriminator Loss: 0.4484... Generator Loss: 2.4269
Epoch 1/3... Discriminator Loss: 0.4892... Generator Loss: 4.8286
Epoch 1/3... Discriminator Loss: 1.0699... Generator Loss: 0.7285
Epoch 1/3... Discriminator Loss: 0.5290... Generator Loss: 3.8419
Epoch 1/3... Discriminator Loss: 0.9006... Generator Loss: 0.9752
Epoch 1/3... Discriminator Loss: 0.3642... Generator Loss: 4.3512
Epoch 1/3... Discriminator Loss: 0.8247... Generator Loss: 7.4194
Epoch 1/3... Discriminator Loss: 0.7348... Generator Loss: 1.4152
Epoch 1/3... Discriminator Loss: 0.3798... Generator Loss: 4.7328
Epoch 1/3... Discriminator Loss: 0.9490... Generator Loss: 0.9508
Epoch 1/3... Discriminator Loss: 0.7224... Generator Loss: 4.7828
Epoch 1/3... Discriminator Loss: 0.4183... Generator Loss: 2.9318
Epoch 1/3... Discriminator Loss: 0.4376... Generator Loss: 2.7180
Epoch 1/3... Discriminator Loss: 0.3687... Generator Loss: 3.7186
Epoch 1/3... Discriminator Loss: 0.6655... Generator Loss: 1.3842
Epoch 1/3... Discriminator Loss: 0.3730... Generator Loss: 5.0075
Epoch 1/3... Discriminator Loss: 1.1547... Generator Loss: 0.6908
Epoch 1/3... Discriminator Loss: 0.4340... Generator Loss: 2.6655
Epoch 1/3... Discriminator Loss: 0.3772... Generator Loss: 3.8739
Epoch 1/3... Discriminator Loss: 0.8481... Generator Loss: 1.0604
Epoch 1/3... Discriminator Loss: 0.4165... Generator Loss: 3.1161
Epoch 1/3... Discriminator Loss: 0.6516... Generator Loss: 5.0581
Epoch 1/3... Discriminator Loss: 0.3832... Generator Loss: 3.4806
Epoch 1/3... Discriminator Loss: 1.0695... Generator Loss: 0.8008
Epoch 1/3... Discriminator Loss: 0.4523... Generator Loss: 2.9131
Epoch 1/3... Discriminator Loss: 0.8051... Generator Loss: 4.5268
Epoch 1/3... Discriminator Loss: 0.3855... Generator Loss: 5.5148
Epoch 1/3... Discriminator Loss: 1.9190... Generator Loss: 5.3330
Epoch 1/3... Discriminator Loss: 0.4179... Generator Loss: 2.9722
Epoch 1/3... Discriminator Loss: 0.3709... Generator Loss: 4.4669
Epoch 1/3... Discriminator Loss: 0.3532... Generator Loss: 4.4392
Epoch 1/3... Discriminator Loss: 0.4283... Generator Loss: 2.8260
Epoch 1/3... Discriminator Loss: 0.4380... Generator Loss: 3.7260
Epoch 1/3... Discriminator Loss: 0.3730... Generator Loss: 3.8616
Epoch 1/3... Discriminator Loss: 0.3483... Generator Loss: 5.2143
Epoch 1/3... Discriminator Loss: 0.3461... Generator Loss: 5.7215
Epoch 1/3... Discriminator Loss: 2.0101... Generator Loss: 0.3069
Epoch 1/3... Discriminator Loss: 0.4506... Generator Loss: 2.9167
Epoch 1/3... Discriminator Loss: 0.6276... Generator Loss: 5.6956
Epoch 1/3... Discriminator Loss: 0.7222... Generator Loss: 4.0181
Epoch 1/3... Discriminator Loss: 0.4258... Generator Loss: 2.9490
Epoch 1/3... Discriminator Loss: 0.4914... Generator Loss: 2.0921
Epoch 1/3... Discriminator Loss: 0.4132... Generator Loss: 2.8678
Epoch 1/3... Discriminator Loss: 0.4161... Generator Loss: 2.8956
Epoch 1/3... Discriminator Loss: 0.3824... Generator Loss: 5.4082
Epoch 1/3... Discriminator Loss: 0.7440... Generator Loss: 1.2594
Epoch 1/3... Discriminator Loss: 0.8639... Generator Loss: 5.6866
Epoch 1/3... Discriminator Loss: 0.7432... Generator Loss: 3.0710
Epoch 1/3... Discriminator Loss: 0.4004... Generator Loss: 3.4989
Epoch 1/3... Discriminator Loss: 0.5213... Generator Loss: 6.2424
Epoch 1/3... Discriminator Loss: 0.3976... Generator Loss: 3.6865
Epoch 1/3... Discriminator Loss: 0.4447... Generator Loss: 4.1760
Epoch 1/3... Discriminator Loss: 0.4637... Generator Loss: 2.3234
Epoch 1/3... Discriminator Loss: 0.4694... Generator Loss: 2.3184
Epoch 1/3... Discriminator Loss: 0.4736... Generator Loss: 2.3638
Epoch 1/3... Discriminator Loss: 0.3894... Generator Loss: 6.0984
Epoch 1/3... Discriminator Loss: 0.3484... Generator Loss: 6.5800
Epoch 1/3... Discriminator Loss: 0.3363... Generator Loss: 8.4091
Epoch 1/3... Discriminator Loss: 0.4644... Generator Loss: 2.3832
Epoch 1/3... Discriminator Loss: 0.4405... Generator Loss: 2.6678
Epoch 1/3... Discriminator Loss: 0.3898... Generator Loss: 4.7830
Epoch 1/3... Discriminator Loss: 0.6170... Generator Loss: 2.3405
Epoch 1/3... Discriminator Loss: 0.6162... Generator Loss: 1.7941
Epoch 1/3... Discriminator Loss: 0.3826... Generator Loss: 3.2584
Epoch 1/3... Discriminator Loss: 0.3566... Generator Loss: 8.1174
Epoch 1/3... Discriminator Loss: 0.3518... Generator Loss: 6.5254
Epoch 1/3... Discriminator Loss: 0.3687... Generator Loss: 5.4700
Epoch 1/3... Discriminator Loss: 0.3683... Generator Loss: 3.7862
Epoch 1/3... Discriminator Loss: 0.3942... Generator Loss: 5.0468
Epoch 1/3... Discriminator Loss: 0.4924... Generator Loss: 4.2176
Epoch 1/3... Discriminator Loss: 1.1450... Generator Loss: 0.8604
Epoch 1/3... Discriminator Loss: 0.4039... Generator Loss: 3.2753
Epoch 1/3... Discriminator Loss: 0.3593... Generator Loss: 5.0191
Epoch 1/3... Discriminator Loss: 0.4259... Generator Loss: 2.8699
Epoch 1/3... Discriminator Loss: 0.4632... Generator Loss: 2.5945
Epoch 1/3... Discriminator Loss: 1.0722... Generator Loss: 0.7185
Epoch 1/3... Discriminator Loss: 0.3786... Generator Loss: 3.5802
Epoch 1/3... Discriminator Loss: 0.3655... Generator Loss: 3.9474
Epoch 1/3... Discriminator Loss: 2.6811... Generator Loss: 0.1586
Epoch 1/3... Discriminator Loss: 0.5802... Generator Loss: 4.6139
Epoch 1/3... Discriminator Loss: 0.4854... Generator Loss: 2.6865
Epoch 1/3... Discriminator Loss: 0.4011... Generator Loss: 3.2957
Epoch 1/3... Discriminator Loss: 0.4198... Generator Loss: 2.7924
Epoch 1/3... Discriminator Loss: 0.4456... Generator Loss: 2.4577
Epoch 1/3... Discriminator Loss: 0.4982... Generator Loss: 2.2004
Epoch 1/3... Discriminator Loss: 0.4683... Generator Loss: 2.4805
Epoch 1/3... Discriminator Loss: 0.3629... Generator Loss: 4.3811
Epoch 1/3... Discriminator Loss: 0.3969... Generator Loss: 3.4820
Epoch 1/3... Discriminator Loss: 0.3742... Generator Loss: 3.9805
Epoch 1/3... Discriminator Loss: 0.4112... Generator Loss: 3.4769
Epoch 1/3... Discriminator Loss: 0.4053... Generator Loss: 3.2669
Epoch 1/3... Discriminator Loss: 0.5477... Generator Loss: 5.0019
Epoch 1/3... Discriminator Loss: 0.5389... Generator Loss: 5.8756
Epoch 1/3... Discriminator Loss: 0.5402... Generator Loss: 2.3993
Epoch 1/3... Discriminator Loss: 1.3146... Generator Loss: 0.5418
Epoch 1/3... Discriminator Loss: 0.4718... Generator Loss: 2.3901
Epoch 1/3... Discriminator Loss: 1.0088... Generator Loss: 0.8261
Epoch 1/3... Discriminator Loss: 0.3606... Generator Loss: 4.4227
Epoch 1/3... Discriminator Loss: 0.4074... Generator Loss: 3.2115
Epoch 1/3... Discriminator Loss: 0.3656... Generator Loss: 4.4232
Epoch 1/3... Discriminator Loss: 0.6547... Generator Loss: 1.4494
Epoch 1/3... Discriminator Loss: 0.4065... Generator Loss: 5.8942
Epoch 1/3... Discriminator Loss: 1.1605... Generator Loss: 0.7219
Epoch 1/3... Discriminator Loss: 0.3796... Generator Loss: 5.2922
Epoch 1/3... Discriminator Loss: 0.6444... Generator Loss: 4.5353
Epoch 1/3... Discriminator Loss: 0.6370... Generator Loss: 1.7540
Epoch 1/3... Discriminator Loss: 2.6062... Generator Loss: 0.2146
Epoch 1/3... Discriminator Loss: 1.3415... Generator Loss: 4.3401
Epoch 1/3... Discriminator Loss: 0.5333... Generator Loss: 2.0395
Epoch 1/3... Discriminator Loss: 0.4206... Generator Loss: 3.0780
Epoch 1/3... Discriminator Loss: 1.1542... Generator Loss: 0.7040
Epoch 1/3... Discriminator Loss: 0.4438... Generator Loss: 4.2229
Epoch 1/3... Discriminator Loss: 0.4711... Generator Loss: 3.4840
Epoch 1/3... Discriminator Loss: 0.4817... Generator Loss: 2.2960
Epoch 1/3... Discriminator Loss: 0.4632... Generator Loss: 2.2863
Epoch 1/3... Discriminator Loss: 0.3486... Generator Loss: 5.1663
Epoch 1/3... Discriminator Loss: 0.3816... Generator Loss: 3.5001
Epoch 1/3... Discriminator Loss: 0.4400... Generator Loss: 2.6541
Epoch 1/3... Discriminator Loss: 0.3882... Generator Loss: 3.3539
Epoch 1/3... Discriminator Loss: 0.5371... Generator Loss: 1.9199
Epoch 1/3... Discriminator Loss: 0.3895... Generator Loss: 3.4118
Epoch 1/3... Discriminator Loss: 0.4628... Generator Loss: 2.6786
Epoch 1/3... Discriminator Loss: 0.3422... Generator Loss: 5.4057
Epoch 1/3... Discriminator Loss: 0.3415... Generator Loss: 6.6146
Epoch 1/3... Discriminator Loss: 0.4217... Generator Loss: 2.6627
Epoch 1/3... Discriminator Loss: 1.3629... Generator Loss: 0.6797
Epoch 1/3... Discriminator Loss: 0.6054... Generator Loss: 4.2501
Epoch 1/3... Discriminator Loss: 0.5413... Generator Loss: 1.9067
Epoch 1/3... Discriminator Loss: 0.3679... Generator Loss: 3.9260
Epoch 1/3... Discriminator Loss: 0.8082... Generator Loss: 1.1825
Epoch 1/3... Discriminator Loss: 0.4299... Generator Loss: 5.6594
Epoch 1/3... Discriminator Loss: 0.8821... Generator Loss: 1.0734
Epoch 1/3... Discriminator Loss: 0.5234... Generator Loss: 2.0027
Epoch 1/3... Discriminator Loss: 0.4454... Generator Loss: 3.4179
Epoch 1/3... Discriminator Loss: 0.4614... Generator Loss: 3.9961
Epoch 1/3... Discriminator Loss: 0.3991... Generator Loss: 3.4212
Epoch 1/3... Discriminator Loss: 0.3508... Generator Loss: 5.3869
Epoch 1/3... Discriminator Loss: 0.4741... Generator Loss: 2.4237
Epoch 1/3... Discriminator Loss: 0.3528... Generator Loss: 4.9366
Epoch 1/3... Discriminator Loss: 0.4072... Generator Loss: 3.2356
Epoch 1/3... Discriminator Loss: 0.3831... Generator Loss: 3.6323
Epoch 1/3... Discriminator Loss: 0.6009... Generator Loss: 4.7249
Epoch 1/3... Discriminator Loss: 0.5389... Generator Loss: 1.9304
Epoch 1/3... Discriminator Loss: 0.3533... Generator Loss: 5.3110
Epoch 1/3... Discriminator Loss: 0.3697... Generator Loss: 3.8715
Epoch 1/3... Discriminator Loss: 0.3770... Generator Loss: 3.5784
Epoch 1/3... Discriminator Loss: 0.9225... Generator Loss: 3.5729
Epoch 1/3... Discriminator Loss: 0.4628... Generator Loss: 2.5365
Epoch 1/3... Discriminator Loss: 0.4004... Generator Loss: 3.3039
Epoch 1/3... Discriminator Loss: 0.8217... Generator Loss: 1.1791
Epoch 1/3... Discriminator Loss: 1.5528... Generator Loss: 0.5569
Epoch 1/3... Discriminator Loss: 0.3405... Generator Loss: 5.5284
Epoch 1/3... Discriminator Loss: 0.4231... Generator Loss: 5.5606
Epoch 1/3... Discriminator Loss: 0.4890... Generator Loss: 2.2482
Epoch 1/3... Discriminator Loss: 0.4858... Generator Loss: 2.3001
Epoch 1/3... Discriminator Loss: 0.4498... Generator Loss: 2.4164
Epoch 1/3... Discriminator Loss: 0.3517... Generator Loss: 5.6348
Epoch 1/3... Discriminator Loss: 0.6425... Generator Loss: 1.7382
Epoch 1/3... Discriminator Loss: 0.8660... Generator Loss: 1.0740
Epoch 1/3... Discriminator Loss: 0.5266... Generator Loss: 1.9857
Epoch 1/3... Discriminator Loss: 0.4202... Generator Loss: 2.8986
Epoch 1/3... Discriminator Loss: 0.4620... Generator Loss: 2.8034
Epoch 1/3... Discriminator Loss: 0.3505... Generator Loss: 5.0229
Epoch 1/3... Discriminator Loss: 0.3733... Generator Loss: 4.1385
Epoch 1/3... Discriminator Loss: 0.4109... Generator Loss: 2.8985
Epoch 1/3... Discriminator Loss: 0.5914... Generator Loss: 1.8010
Epoch 1/3... Discriminator Loss: 0.6611... Generator Loss: 1.4569
Epoch 1/3... Discriminator Loss: 0.4143... Generator Loss: 3.1056
Epoch 1/3... Discriminator Loss: 0.3588... Generator Loss: 4.4342
Epoch 1/3... Discriminator Loss: 0.3736... Generator Loss: 3.6519
Epoch 1/3... Discriminator Loss: 0.3657... Generator Loss: 5.1360
Epoch 1/3... Discriminator Loss: 0.3870... Generator Loss: 3.5761
Epoch 1/3... Discriminator Loss: 0.3754... Generator Loss: 3.9077
Epoch 1/3... Discriminator Loss: 0.5169... Generator Loss: 2.0984
Epoch 1/3... Discriminator Loss: 0.3752... Generator Loss: 4.2493
Epoch 1/3... Discriminator Loss: 0.5609... Generator Loss: 3.5904
Epoch 1/3... Discriminator Loss: 0.4132... Generator Loss: 3.1614
Epoch 1/3... Discriminator Loss: 0.3736... Generator Loss: 3.7550
Epoch 1/3... Discriminator Loss: 0.3931... Generator Loss: 3.2131
Epoch 1/3... Discriminator Loss: 0.3688... Generator Loss: 3.8569
Epoch 1/3... Discriminator Loss: 0.4041... Generator Loss: 2.9512
Epoch 1/3... Discriminator Loss: 0.3963... Generator Loss: 3.3454
Epoch 1/3... Discriminator Loss: 0.5466... Generator Loss: 1.9044
Epoch 1/3... Discriminator Loss: 0.5009... Generator Loss: 2.1598
Epoch 1/3... Discriminator Loss: 0.4547... Generator Loss: 3.6488
Epoch 1/3... Discriminator Loss: 2.6199... Generator Loss: 0.1829
Epoch 1/3... Discriminator Loss: 0.5081... Generator Loss: 2.1800
Epoch 1/3... Discriminator Loss: 1.2619... Generator Loss: 0.6010
Epoch 1/3... Discriminator Loss: 0.5617... Generator Loss: 2.0996
Epoch 1/3... Discriminator Loss: 0.3702... Generator Loss: 4.2459
Epoch 1/3... Discriminator Loss: 0.5003... Generator Loss: 2.3711
Epoch 1/3... Discriminator Loss: 0.4619... Generator Loss: 3.0795
Epoch 1/3... Discriminator Loss: 0.4537... Generator Loss: 2.5391
Epoch 1/3... Discriminator Loss: 0.3674... Generator Loss: 3.6609
Epoch 1/3... Discriminator Loss: 0.3932... Generator Loss: 3.6134
Epoch 1/3... Discriminator Loss: 0.3860... Generator Loss: 3.2988
Epoch 1/3... Discriminator Loss: 0.4062... Generator Loss: 2.9571
Epoch 1/3... Discriminator Loss: 0.6055... Generator Loss: 1.5966
Epoch 1/3... Discriminator Loss: 5.9276... Generator Loss: 9.5139
Epoch 2/3... Discriminator Loss: 0.6982... Generator Loss: 1.4988
Epoch 2/3... Discriminator Loss: 0.5521... Generator Loss: 2.0906
Epoch 2/3... Discriminator Loss: 0.4747... Generator Loss: 2.4148
Epoch 2/3... Discriminator Loss: 0.4116... Generator Loss: 3.0039
Epoch 2/3... Discriminator Loss: 0.5468... Generator Loss: 2.0067
Epoch 2/3... Discriminator Loss: 0.5287... Generator Loss: 2.3533
Epoch 2/3... Discriminator Loss: 0.3669... Generator Loss: 3.9283
Epoch 2/3... Discriminator Loss: 0.5140... Generator Loss: 2.0895
Epoch 2/3... Discriminator Loss: 0.5771... Generator Loss: 1.8679
Epoch 2/3... Discriminator Loss: 0.3652... Generator Loss: 4.2150
Epoch 2/3... Discriminator Loss: 0.4422... Generator Loss: 2.6017
Epoch 2/3... Discriminator Loss: 0.5863... Generator Loss: 1.7822
Epoch 2/3... Discriminator Loss: 0.4258... Generator Loss: 4.5804
Epoch 2/3... Discriminator Loss: 0.3684... Generator Loss: 4.8057
Epoch 2/3... Discriminator Loss: 0.4234... Generator Loss: 2.7184
Epoch 2/3... Discriminator Loss: 0.4250... Generator Loss: 3.0014
Epoch 2/3... Discriminator Loss: 0.4624... Generator Loss: 2.4375
Epoch 2/3... Discriminator Loss: 0.4099... Generator Loss: 3.0872
Epoch 2/3... Discriminator Loss: 0.4210... Generator Loss: 2.9165
Epoch 2/3... Discriminator Loss: 0.3996... Generator Loss: 3.2009
Epoch 2/3... Discriminator Loss: 0.3764... Generator Loss: 4.0144
Epoch 2/3... Discriminator Loss: 0.4109... Generator Loss: 3.0811
Epoch 2/3... Discriminator Loss: 1.0827... Generator Loss: 0.9617
Epoch 2/3... Discriminator Loss: 0.4697... Generator Loss: 2.6236
Epoch 2/3... Discriminator Loss: 0.6788... Generator Loss: 1.6899
Epoch 2/3... Discriminator Loss: 0.4248... Generator Loss: 5.4833
Epoch 2/3... Discriminator Loss: 0.4396... Generator Loss: 2.7211
Epoch 2/3... Discriminator Loss: 0.3953... Generator Loss: 3.7553
Epoch 2/3... Discriminator Loss: 0.4602... Generator Loss: 2.3890
Epoch 2/3... Discriminator Loss: 0.4365... Generator Loss: 2.7033
Epoch 2/3... Discriminator Loss: 0.4450... Generator Loss: 2.5406
Epoch 2/3... Discriminator Loss: 0.3989... Generator Loss: 3.4511
Epoch 2/3... Discriminator Loss: 0.3923... Generator Loss: 3.3743
Epoch 2/3... Discriminator Loss: 0.5000... Generator Loss: 2.9322
Epoch 2/3... Discriminator Loss: 0.3837... Generator Loss: 3.3799
Epoch 2/3... Discriminator Loss: 0.5746... Generator Loss: 1.7756
Epoch 2/3... Discriminator Loss: 0.4791... Generator Loss: 2.1569
Epoch 2/3... Discriminator Loss: 0.3484... Generator Loss: 4.8642
Epoch 2/3... Discriminator Loss: 0.5284... Generator Loss: 3.4381
Epoch 2/3... Discriminator Loss: 0.4192... Generator Loss: 3.0499
Epoch 2/3... Discriminator Loss: 0.4942... Generator Loss: 2.1457
Epoch 2/3... Discriminator Loss: 0.4704... Generator Loss: 2.3817
Epoch 2/3... Discriminator Loss: 0.9589... Generator Loss: 0.9657
Epoch 2/3... Discriminator Loss: 0.3554... Generator Loss: 4.4325
Epoch 2/3... Discriminator Loss: 0.7569... Generator Loss: 1.2564
Epoch 2/3... Discriminator Loss: 0.8303... Generator Loss: 1.0684
Epoch 2/3... Discriminator Loss: 0.4863... Generator Loss: 3.2390
Epoch 2/3... Discriminator Loss: 0.8122... Generator Loss: 1.1429
Epoch 2/3... Discriminator Loss: 0.3968... Generator Loss: 3.8547
Epoch 2/3... Discriminator Loss: 0.4314... Generator Loss: 3.7044
Epoch 2/3... Discriminator Loss: 0.4705... Generator Loss: 2.3150
Epoch 2/3... Discriminator Loss: 0.4761... Generator Loss: 3.9166
Epoch 2/3... Discriminator Loss: 0.4238... Generator Loss: 2.8471
Epoch 2/3... Discriminator Loss: 0.3749... Generator Loss: 4.1122
Epoch 2/3... Discriminator Loss: 0.5419... Generator Loss: 1.8655
Epoch 2/3... Discriminator Loss: 0.3538... Generator Loss: 5.2927
Epoch 2/3... Discriminator Loss: 0.4765... Generator Loss: 2.3964
Epoch 2/3... Discriminator Loss: 0.4706... Generator Loss: 2.4549
Epoch 2/3... Discriminator Loss: 0.3624... Generator Loss: 5.4545
Epoch 2/3... Discriminator Loss: 0.4482... Generator Loss: 2.5268
Epoch 2/3... Discriminator Loss: 0.4634... Generator Loss: 2.3811
Epoch 2/3... Discriminator Loss: 0.9823... Generator Loss: 0.9585
Epoch 2/3... Discriminator Loss: 0.7265... Generator Loss: 1.3691
Epoch 2/3... Discriminator Loss: 0.3917... Generator Loss: 3.4553
Epoch 2/3... Discriminator Loss: 1.1382... Generator Loss: 0.9082
Epoch 2/3... Discriminator Loss: 0.5289... Generator Loss: 4.2732
Epoch 2/3... Discriminator Loss: 0.5667... Generator Loss: 1.8940
Epoch 2/3... Discriminator Loss: 0.3904... Generator Loss: 3.3056
Epoch 2/3... Discriminator Loss: 0.6861... Generator Loss: 1.5320
Epoch 2/3... Discriminator Loss: 0.8140... Generator Loss: 1.1891
Epoch 2/3... Discriminator Loss: 1.1232... Generator Loss: 0.7434
Epoch 2/3... Discriminator Loss: 0.4510... Generator Loss: 2.5727
Epoch 2/3... Discriminator Loss: 0.5374... Generator Loss: 1.8606
Epoch 2/3... Discriminator Loss: 0.3752... Generator Loss: 3.7658
Epoch 2/3... Discriminator Loss: 0.8225... Generator Loss: 1.1781
Epoch 2/3... Discriminator Loss: 0.4883... Generator Loss: 2.4185
Epoch 2/3... Discriminator Loss: 0.3557... Generator Loss: 4.6909
Epoch 2/3... Discriminator Loss: 0.4614... Generator Loss: 3.8210
Epoch 2/3... Discriminator Loss: 0.3987... Generator Loss: 4.8611
Epoch 2/3... Discriminator Loss: 0.4955... Generator Loss: 2.0690
Epoch 2/3... Discriminator Loss: 0.3601... Generator Loss: 5.2547
Epoch 2/3... Discriminator Loss: 0.5882... Generator Loss: 1.8318
Epoch 2/3... Discriminator Loss: 0.4119... Generator Loss: 4.3750
Epoch 2/3... Discriminator Loss: 0.3472... Generator Loss: 5.5490
Epoch 2/3... Discriminator Loss: 0.8282... Generator Loss: 1.1403
Epoch 2/3... Discriminator Loss: 0.3728... Generator Loss: 3.7785
Epoch 2/3... Discriminator Loss: 0.3802... Generator Loss: 4.4189
Epoch 2/3... Discriminator Loss: 0.6785... Generator Loss: 1.8014
Epoch 2/3... Discriminator Loss: 0.4537... Generator Loss: 2.3930
Epoch 2/3... Discriminator Loss: 0.4464... Generator Loss: 2.5705
Epoch 2/3... Discriminator Loss: 0.5471... Generator Loss: 1.9122
Epoch 2/3... Discriminator Loss: 0.4488... Generator Loss: 2.6365
Epoch 2/3... Discriminator Loss: 0.4858... Generator Loss: 2.8524
Epoch 2/3... Discriminator Loss: 0.4429... Generator Loss: 3.5017
Epoch 2/3... Discriminator Loss: 0.4327... Generator Loss: 3.0481
Epoch 2/3... Discriminator Loss: 0.4251... Generator Loss: 2.8709
Epoch 2/3... Discriminator Loss: 0.3645... Generator Loss: 3.9724
Epoch 2/3... Discriminator Loss: 0.5082... Generator Loss: 2.1208
Epoch 2/3... Discriminator Loss: 0.4432... Generator Loss: 2.5299
Epoch 2/3... Discriminator Loss: 0.3728... Generator Loss: 3.8175
Epoch 2/3... Discriminator Loss: 0.4309... Generator Loss: 2.8857
Epoch 2/3... Discriminator Loss: 0.7543... Generator Loss: 1.1808
Epoch 2/3... Discriminator Loss: 0.4424... Generator Loss: 3.0003
Epoch 2/3... Discriminator Loss: 0.4924... Generator Loss: 2.1063
Epoch 2/3... Discriminator Loss: 1.6267... Generator Loss: 0.5686
Epoch 2/3... Discriminator Loss: 1.0453... Generator Loss: 1.2579
Epoch 2/3... Discriminator Loss: 1.7161... Generator Loss: 0.6870
Epoch 2/3... Discriminator Loss: 0.6761... Generator Loss: 1.5412
Epoch 2/3... Discriminator Loss: 0.4288... Generator Loss: 4.4773
Epoch 2/3... Discriminator Loss: 0.6808... Generator Loss: 1.5020
Epoch 2/3... Discriminator Loss: 0.4615... Generator Loss: 2.6327
Epoch 2/3... Discriminator Loss: 0.6279... Generator Loss: 1.6884
Epoch 2/3... Discriminator Loss: 0.8431... Generator Loss: 1.0416
Epoch 2/3... Discriminator Loss: 0.6710... Generator Loss: 1.4816
Epoch 2/3... Discriminator Loss: 0.5094... Generator Loss: 2.1518
Epoch 2/3... Discriminator Loss: 0.4323... Generator Loss: 2.8242
Epoch 2/3... Discriminator Loss: 0.3648... Generator Loss: 3.9978
Epoch 2/3... Discriminator Loss: 0.3598... Generator Loss: 4.8883
Epoch 2/3... Discriminator Loss: 0.4544... Generator Loss: 3.0757
Epoch 2/3... Discriminator Loss: 0.4052... Generator Loss: 3.0890
Epoch 2/3... Discriminator Loss: 0.6125... Generator Loss: 1.8093
Epoch 2/3... Discriminator Loss: 0.7138... Generator Loss: 1.3735
Epoch 2/3... Discriminator Loss: 0.6323... Generator Loss: 1.4954
Epoch 2/3... Discriminator Loss: 0.3755... Generator Loss: 3.6081
Epoch 2/3... Discriminator Loss: 0.4121... Generator Loss: 3.7835
Epoch 2/3... Discriminator Loss: 0.4220... Generator Loss: 3.8246
Epoch 2/3... Discriminator Loss: 0.5075... Generator Loss: 2.2993
Epoch 2/3... Discriminator Loss: 0.4792... Generator Loss: 2.3519
Epoch 2/3... Discriminator Loss: 0.5262... Generator Loss: 1.9890
Epoch 2/3... Discriminator Loss: 0.4018... Generator Loss: 3.1787
Epoch 2/3... Discriminator Loss: 0.4202... Generator Loss: 2.8864
Epoch 2/3... Discriminator Loss: 0.4704... Generator Loss: 2.3888
Epoch 2/3... Discriminator Loss: 0.3794... Generator Loss: 4.0079
Epoch 2/3... Discriminator Loss: 0.3661... Generator Loss: 4.1913
Epoch 2/3... Discriminator Loss: 0.6060... Generator Loss: 1.5581
Epoch 2/3... Discriminator Loss: 0.3470... Generator Loss: 6.4857
Epoch 2/3... Discriminator Loss: 0.4202... Generator Loss: 2.7543
Epoch 2/3... Discriminator Loss: 0.3503... Generator Loss: 5.5407
Epoch 2/3... Discriminator Loss: 0.4051... Generator Loss: 3.1358
Epoch 2/3... Discriminator Loss: 0.3929... Generator Loss: 3.3409
Epoch 2/3... Discriminator Loss: 0.3685... Generator Loss: 5.1772
Epoch 2/3... Discriminator Loss: 0.4443... Generator Loss: 2.6817
Epoch 2/3... Discriminator Loss: 0.3930... Generator Loss: 3.8555
Epoch 2/3... Discriminator Loss: 0.7367... Generator Loss: 1.7082
Epoch 2/3... Discriminator Loss: 0.6081... Generator Loss: 1.8939
Epoch 2/3... Discriminator Loss: 0.4725... Generator Loss: 2.3460
Epoch 2/3... Discriminator Loss: 0.3468... Generator Loss: 5.7954
Epoch 2/3... Discriminator Loss: 0.4012... Generator Loss: 3.0975
Epoch 2/3... Discriminator Loss: 0.4502... Generator Loss: 2.4347
Epoch 2/3... Discriminator Loss: 0.4392... Generator Loss: 3.9732
Epoch 2/3... Discriminator Loss: 0.3950... Generator Loss: 3.0988
Epoch 2/3... Discriminator Loss: 0.9014... Generator Loss: 1.1396
Epoch 2/3... Discriminator Loss: 0.3929... Generator Loss: 3.5492
Epoch 2/3... Discriminator Loss: 0.3771... Generator Loss: 4.3185
Epoch 2/3... Discriminator Loss: 0.8203... Generator Loss: 1.2953
Epoch 2/3... Discriminator Loss: 1.2635... Generator Loss: 2.4469
Epoch 2/3... Discriminator Loss: 0.5235... Generator Loss: 2.0840
Epoch 2/3... Discriminator Loss: 0.4285... Generator Loss: 2.8473
Epoch 2/3... Discriminator Loss: 1.1432... Generator Loss: 0.7435
Epoch 2/3... Discriminator Loss: 0.5080... Generator Loss: 2.1597
Epoch 2/3... Discriminator Loss: 0.6475... Generator Loss: 1.4479
Epoch 2/3... Discriminator Loss: 0.3929... Generator Loss: 3.4275
Epoch 2/3... Discriminator Loss: 0.8073... Generator Loss: 1.1381
Epoch 2/3... Discriminator Loss: 0.4160... Generator Loss: 2.8384
Epoch 2/3... Discriminator Loss: 0.3802... Generator Loss: 3.6046
Epoch 2/3... Discriminator Loss: 0.5225... Generator Loss: 2.0406
Epoch 2/3... Discriminator Loss: 0.3870... Generator Loss: 3.7291
Epoch 2/3... Discriminator Loss: 1.3602... Generator Loss: 0.7147
Epoch 2/3... Discriminator Loss: 0.3587... Generator Loss: 4.2777
Epoch 2/3... Discriminator Loss: 0.4161... Generator Loss: 3.2546
Epoch 2/3... Discriminator Loss: 0.4908... Generator Loss: 2.1126
Epoch 2/3... Discriminator Loss: 0.4217... Generator Loss: 2.8063
Epoch 2/3... Discriminator Loss: 0.4076... Generator Loss: 3.1568
Epoch 2/3... Discriminator Loss: 0.8047... Generator Loss: 1.1495
Epoch 2/3... Discriminator Loss: 0.5622... Generator Loss: 1.8522
Epoch 2/3... Discriminator Loss: 0.4313... Generator Loss: 2.5900
Epoch 2/3... Discriminator Loss: 0.4979... Generator Loss: 2.1902
Epoch 2/3... Discriminator Loss: 0.6016... Generator Loss: 1.6096
Epoch 2/3... Discriminator Loss: 1.5814... Generator Loss: 5.5151
Epoch 2/3... Discriminator Loss: 0.4731... Generator Loss: 2.7445
Epoch 2/3... Discriminator Loss: 1.0100... Generator Loss: 0.9547
Epoch 2/3... Discriminator Loss: 0.6071... Generator Loss: 1.7166
Epoch 2/3... Discriminator Loss: 0.4948... Generator Loss: 2.2448
Epoch 2/3... Discriminator Loss: 0.4012... Generator Loss: 3.1923
Epoch 2/3... Discriminator Loss: 0.4770... Generator Loss: 2.2742
Epoch 2/3... Discriminator Loss: 0.3843... Generator Loss: 3.3774
Epoch 2/3... Discriminator Loss: 0.5161... Generator Loss: 2.2394
Epoch 2/3... Discriminator Loss: 0.3619... Generator Loss: 5.5360
Epoch 2/3... Discriminator Loss: 0.6559... Generator Loss: 1.4643
Epoch 2/3... Discriminator Loss: 0.8228... Generator Loss: 1.0746
Epoch 2/3... Discriminator Loss: 0.3737... Generator Loss: 3.7446
Epoch 2/3... Discriminator Loss: 0.5346... Generator Loss: 1.9375
Epoch 2/3... Discriminator Loss: 0.4456... Generator Loss: 2.9145
Epoch 2/3... Discriminator Loss: 0.5966... Generator Loss: 4.0282
Epoch 2/3... Discriminator Loss: 0.7004... Generator Loss: 1.5199
Epoch 2/3... Discriminator Loss: 0.6971... Generator Loss: 1.3653
Epoch 2/3... Discriminator Loss: 0.4686... Generator Loss: 3.1518
Epoch 2/3... Discriminator Loss: 0.3806... Generator Loss: 3.7835
Epoch 2/3... Discriminator Loss: 0.3793... Generator Loss: 3.5901
Epoch 2/3... Discriminator Loss: 0.8708... Generator Loss: 1.3787
Epoch 2/3... Discriminator Loss: 0.5651... Generator Loss: 2.3573
Epoch 2/3... Discriminator Loss: 0.4672... Generator Loss: 3.8661
Epoch 2/3... Discriminator Loss: 1.1796... Generator Loss: 0.8070
Epoch 2/3... Discriminator Loss: 0.4118... Generator Loss: 3.1610
Epoch 2/3... Discriminator Loss: 0.4344... Generator Loss: 2.6723
Epoch 2/3... Discriminator Loss: 0.3668... Generator Loss: 4.3659
Epoch 2/3... Discriminator Loss: 0.3905... Generator Loss: 3.4214
Epoch 2/3... Discriminator Loss: 0.5253... Generator Loss: 1.9540
Epoch 2/3... Discriminator Loss: 0.4503... Generator Loss: 2.5715
Epoch 2/3... Discriminator Loss: 0.4757... Generator Loss: 2.2281
Epoch 2/3... Discriminator Loss: 0.4731... Generator Loss: 2.3789
Epoch 2/3... Discriminator Loss: 0.4598... Generator Loss: 2.4162
Epoch 2/3... Discriminator Loss: 0.8364... Generator Loss: 1.1471
Epoch 2/3... Discriminator Loss: 0.3484... Generator Loss: 5.0361
Epoch 2/3... Discriminator Loss: 0.4600... Generator Loss: 2.4057
Epoch 2/3... Discriminator Loss: 0.5525... Generator Loss: 2.2956
Epoch 2/3... Discriminator Loss: 0.4122... Generator Loss: 2.8740
Epoch 2/3... Discriminator Loss: 0.4958... Generator Loss: 2.9636
Epoch 2/3... Discriminator Loss: 0.3463... Generator Loss: 6.5128
Epoch 2/3... Discriminator Loss: 0.4740... Generator Loss: 2.3113
Epoch 2/3... Discriminator Loss: 0.5027... Generator Loss: 2.0558
Epoch 2/3... Discriminator Loss: 0.4273... Generator Loss: 3.8924
Epoch 2/3... Discriminator Loss: 0.6532... Generator Loss: 1.4984
Epoch 2/3... Discriminator Loss: 0.4626... Generator Loss: 2.5662
Epoch 2/3... Discriminator Loss: 0.4913... Generator Loss: 2.2857
Epoch 2/3... Discriminator Loss: 0.7147... Generator Loss: 1.6982
Epoch 2/3... Discriminator Loss: 0.4070... Generator Loss: 3.3562
Epoch 2/3... Discriminator Loss: 0.3808... Generator Loss: 3.5814
Epoch 2/3... Discriminator Loss: 0.6842... Generator Loss: 1.3388
Epoch 2/3... Discriminator Loss: 0.3696... Generator Loss: 6.5972
Epoch 2/3... Discriminator Loss: 2.0815... Generator Loss: 0.3456
Epoch 2/3... Discriminator Loss: 0.5871... Generator Loss: 1.8299
Epoch 2/3... Discriminator Loss: 0.5646... Generator Loss: 2.0281
Epoch 2/3... Discriminator Loss: 0.6201... Generator Loss: 2.1081
Epoch 2/3... Discriminator Loss: 0.4874... Generator Loss: 2.2916
Epoch 2/3... Discriminator Loss: 0.4469... Generator Loss: 2.6603
Epoch 2/3... Discriminator Loss: 0.4606... Generator Loss: 2.6101
Epoch 2/3... Discriminator Loss: 0.5259... Generator Loss: 2.0911
Epoch 2/3... Discriminator Loss: 0.8679... Generator Loss: 1.0743
Epoch 2/3... Discriminator Loss: 0.3739... Generator Loss: 3.5582
Epoch 2/3... Discriminator Loss: 0.3861... Generator Loss: 3.8099
Epoch 2/3... Discriminator Loss: 0.4396... Generator Loss: 2.5465
Epoch 2/3... Discriminator Loss: 0.3982... Generator Loss: 4.5095
Epoch 2/3... Discriminator Loss: 0.3812... Generator Loss: 3.5543
Epoch 2/3... Discriminator Loss: 0.6396... Generator Loss: 1.6789
Epoch 2/3... Discriminator Loss: 0.6370... Generator Loss: 1.6565
Epoch 2/3... Discriminator Loss: 0.5180... Generator Loss: 2.0240
Epoch 2/3... Discriminator Loss: 0.4669... Generator Loss: 2.3131
Epoch 2/3... Discriminator Loss: 0.4633... Generator Loss: 2.3958
Epoch 2/3... Discriminator Loss: 0.5927... Generator Loss: 1.7274
Epoch 2/3... Discriminator Loss: 0.3852... Generator Loss: 3.9518
Epoch 2/3... Discriminator Loss: 0.5219... Generator Loss: 2.1091
Epoch 2/3... Discriminator Loss: 0.3940... Generator Loss: 3.2560
Epoch 2/3... Discriminator Loss: 0.4562... Generator Loss: 2.6000
Epoch 2/3... Discriminator Loss: 0.4410... Generator Loss: 2.7604
Epoch 2/3... Discriminator Loss: 0.3928... Generator Loss: 3.5396
Epoch 2/3... Discriminator Loss: 0.6227... Generator Loss: 2.9904
Epoch 2/3... Discriminator Loss: 0.9425... Generator Loss: 0.9035
Epoch 2/3... Discriminator Loss: 0.3940... Generator Loss: 3.3549
Epoch 2/3... Discriminator Loss: 0.4640... Generator Loss: 3.0526
Epoch 2/3... Discriminator Loss: 0.4040... Generator Loss: 3.1477
Epoch 2/3... Discriminator Loss: 0.3570... Generator Loss: 5.7532
Epoch 2/3... Discriminator Loss: 0.4682... Generator Loss: 2.3935
Epoch 2/3... Discriminator Loss: 0.8852... Generator Loss: 1.0845
Epoch 2/3... Discriminator Loss: 0.3999... Generator Loss: 3.4379
Epoch 2/3... Discriminator Loss: 0.4971... Generator Loss: 3.3633
Epoch 2/3... Discriminator Loss: 0.6976... Generator Loss: 1.4026
Epoch 2/3... Discriminator Loss: 0.3805... Generator Loss: 3.8038
Epoch 2/3... Discriminator Loss: 0.5875... Generator Loss: 2.1581
Epoch 2/3... Discriminator Loss: 0.4475... Generator Loss: 2.7232
Epoch 2/3... Discriminator Loss: 0.3724... Generator Loss: 3.8887
Epoch 2/3... Discriminator Loss: 0.5620... Generator Loss: 1.9796
Epoch 2/3... Discriminator Loss: 0.7117... Generator Loss: 1.4461
Epoch 2/3... Discriminator Loss: 0.4117... Generator Loss: 3.7890
Epoch 2/3... Discriminator Loss: 0.4612... Generator Loss: 2.4900
Epoch 2/3... Discriminator Loss: 0.4377... Generator Loss: 2.6809
Epoch 2/3... Discriminator Loss: 0.3905... Generator Loss: 3.2212
Epoch 2/3... Discriminator Loss: 0.5305... Generator Loss: 1.9395
Epoch 2/3... Discriminator Loss: 0.4513... Generator Loss: 2.4434
Epoch 2/3... Discriminator Loss: 0.4933... Generator Loss: 2.6882
Epoch 2/3... Discriminator Loss: 0.3968... Generator Loss: 4.3818
Epoch 2/3... Discriminator Loss: 0.4775... Generator Loss: 2.4793
Epoch 2/3... Discriminator Loss: 0.4682... Generator Loss: 2.2840
Epoch 2/3... Discriminator Loss: 0.4998... Generator Loss: 3.4356
Epoch 2/3... Discriminator Loss: 0.7205... Generator Loss: 1.4622
Epoch 2/3... Discriminator Loss: 0.4539... Generator Loss: 3.1620
Epoch 2/3... Discriminator Loss: 0.6233... Generator Loss: 1.6010
Epoch 2/3... Discriminator Loss: 2.5179... Generator Loss: 0.2599
Epoch 2/3... Discriminator Loss: 0.4732... Generator Loss: 2.6659
Epoch 2/3... Discriminator Loss: 0.4244... Generator Loss: 3.0119
Epoch 2/3... Discriminator Loss: 0.7759... Generator Loss: 1.9581
Epoch 2/3... Discriminator Loss: 0.4217... Generator Loss: 2.9072
Epoch 2/3... Discriminator Loss: 0.7079... Generator Loss: 1.3564
Epoch 2/3... Discriminator Loss: 0.6540... Generator Loss: 1.8999
Epoch 2/3... Discriminator Loss: 0.5427... Generator Loss: 1.8260
Epoch 2/3... Discriminator Loss: 0.3649... Generator Loss: 3.8580
Epoch 2/3... Discriminator Loss: 0.5892... Generator Loss: 1.6212
Epoch 2/3... Discriminator Loss: 0.5318... Generator Loss: 1.9643
Epoch 2/3... Discriminator Loss: 0.6339... Generator Loss: 1.6674
Epoch 2/3... Discriminator Loss: 0.4980... Generator Loss: 2.8901
Epoch 2/3... Discriminator Loss: 0.3813... Generator Loss: 3.5271
Epoch 2/3... Discriminator Loss: 0.4999... Generator Loss: 2.1056
Epoch 2/3... Discriminator Loss: 0.3993... Generator Loss: 3.4065
Epoch 2/3... Discriminator Loss: 0.3569... Generator Loss: 4.3385
Epoch 2/3... Discriminator Loss: 0.4594... Generator Loss: 2.4279
Epoch 2/3... Discriminator Loss: 0.4322... Generator Loss: 2.6486
Epoch 2/3... Discriminator Loss: 0.4936... Generator Loss: 2.2548
Epoch 2/3... Discriminator Loss: 0.6374... Generator Loss: 3.7565
Epoch 2/3... Discriminator Loss: 1.2139... Generator Loss: 0.7657
Epoch 2/3... Discriminator Loss: 0.6099... Generator Loss: 2.1263
Epoch 2/3... Discriminator Loss: 1.9872... Generator Loss: 0.3684
Epoch 2/3... Discriminator Loss: 0.6876... Generator Loss: 4.2102
Epoch 2/3... Discriminator Loss: 0.6267... Generator Loss: 1.9396
Epoch 2/3... Discriminator Loss: 0.6326... Generator Loss: 1.6759
Epoch 2/3... Discriminator Loss: 0.5534... Generator Loss: 2.2167
Epoch 2/3... Discriminator Loss: 0.6652... Generator Loss: 1.5800
Epoch 2/3... Discriminator Loss: 0.5545... Generator Loss: 1.9136
Epoch 2/3... Discriminator Loss: 0.6744... Generator Loss: 1.4409
Epoch 2/3... Discriminator Loss: 0.5365... Generator Loss: 2.0305
Epoch 2/3... Discriminator Loss: 0.6417... Generator Loss: 1.5749
Epoch 2/3... Discriminator Loss: 0.5124... Generator Loss: 2.0792
Epoch 2/3... Discriminator Loss: 0.4828... Generator Loss: 2.2981
Epoch 2/3... Discriminator Loss: 0.5821... Generator Loss: 1.8918
Epoch 2/3... Discriminator Loss: 0.5353... Generator Loss: 2.2482
Epoch 2/3... Discriminator Loss: 0.4238... Generator Loss: 2.6992
Epoch 2/3... Discriminator Loss: 0.5460... Generator Loss: 2.1045
Epoch 2/3... Discriminator Loss: 0.4201... Generator Loss: 3.1599
Epoch 2/3... Discriminator Loss: 0.5067... Generator Loss: 2.0737
Epoch 2/3... Discriminator Loss: 0.3797... Generator Loss: 4.4010
Epoch 2/3... Discriminator Loss: 0.4954... Generator Loss: 2.1545
Epoch 2/3... Discriminator Loss: 0.3696... Generator Loss: 3.7936
Epoch 2/3... Discriminator Loss: 0.4765... Generator Loss: 2.9991
Epoch 2/3... Discriminator Loss: 1.6719... Generator Loss: 0.3832
Epoch 2/3... Discriminator Loss: 0.3523... Generator Loss: 4.9116
Epoch 2/3... Discriminator Loss: 0.3849... Generator Loss: 4.0478
Epoch 2/3... Discriminator Loss: 0.4983... Generator Loss: 2.3946
Epoch 2/3... Discriminator Loss: 0.3940... Generator Loss: 3.3197
Epoch 2/3... Discriminator Loss: 0.3554... Generator Loss: 4.3300
Epoch 2/3... Discriminator Loss: 0.3621... Generator Loss: 4.8697
Epoch 2/3... Discriminator Loss: 0.6625... Generator Loss: 1.7593
Epoch 2/3... Discriminator Loss: 0.4653... Generator Loss: 2.6820
Epoch 2/3... Discriminator Loss: 0.4029... Generator Loss: 3.1367
Epoch 2/3... Discriminator Loss: 0.4141... Generator Loss: 2.9990
Epoch 2/3... Discriminator Loss: 0.3912... Generator Loss: 3.3947
Epoch 2/3... Discriminator Loss: 0.5941... Generator Loss: 2.4060
Epoch 2/3... Discriminator Loss: 0.4621... Generator Loss: 2.5921
Epoch 2/3... Discriminator Loss: 0.7252... Generator Loss: 1.7756
Epoch 2/3... Discriminator Loss: 0.5217... Generator Loss: 2.0264
Epoch 2/3... Discriminator Loss: 0.5137... Generator Loss: 3.0050
Epoch 2/3... Discriminator Loss: 0.6809... Generator Loss: 1.5340
Epoch 2/3... Discriminator Loss: 0.5441... Generator Loss: 2.0513
Epoch 2/3... Discriminator Loss: 0.4943... Generator Loss: 2.5492
Epoch 2/3... Discriminator Loss: 0.6286... Generator Loss: 1.5975
Epoch 2/3... Discriminator Loss: 0.4528... Generator Loss: 2.6241
Epoch 2/3... Discriminator Loss: 0.3411... Generator Loss: 5.9637
Epoch 2/3... Discriminator Loss: 0.4802... Generator Loss: 2.1338
Epoch 2/3... Discriminator Loss: 0.5631... Generator Loss: 2.2054
Epoch 2/3... Discriminator Loss: 0.4763... Generator Loss: 2.5976
Epoch 2/3... Discriminator Loss: 0.5578... Generator Loss: 1.8640
Epoch 2/3... Discriminator Loss: 0.3950... Generator Loss: 3.1433
Epoch 2/3... Discriminator Loss: 0.5254... Generator Loss: 1.9431
Epoch 2/3... Discriminator Loss: 0.5606... Generator Loss: 1.7299
Epoch 2/3... Discriminator Loss: 0.3917... Generator Loss: 3.3577
Epoch 2/3... Discriminator Loss: 0.3699... Generator Loss: 4.5912
Epoch 2/3... Discriminator Loss: 0.4035... Generator Loss: 3.2132
Epoch 2/3... Discriminator Loss: 0.3885... Generator Loss: 3.4626
Epoch 2/3... Discriminator Loss: 0.4721... Generator Loss: 2.3738
Epoch 2/3... Discriminator Loss: 0.3515... Generator Loss: 6.5676
Epoch 2/3... Discriminator Loss: 0.4591... Generator Loss: 2.6432
Epoch 2/3... Discriminator Loss: 0.3775... Generator Loss: 3.6183
Epoch 2/3... Discriminator Loss: 0.6429... Generator Loss: 1.4685
Epoch 2/3... Discriminator Loss: 0.6520... Generator Loss: 1.5137
Epoch 2/3... Discriminator Loss: 0.7317... Generator Loss: 1.3663
Epoch 2/3... Discriminator Loss: 0.4799... Generator Loss: 2.2301
Epoch 2/3... Discriminator Loss: 0.7193... Generator Loss: 1.5639
Epoch 2/3... Discriminator Loss: 0.5095... Generator Loss: 2.0479
Epoch 2/3... Discriminator Loss: 0.5732... Generator Loss: 1.6990
Epoch 2/3... Discriminator Loss: 0.3548... Generator Loss: 4.2756
Epoch 2/3... Discriminator Loss: 0.4742... Generator Loss: 2.4044
Epoch 2/3... Discriminator Loss: 0.4655... Generator Loss: 2.4103
Epoch 2/3... Discriminator Loss: 0.3842... Generator Loss: 3.3662
Epoch 2/3... Discriminator Loss: 0.3689... Generator Loss: 4.3100
Epoch 2/3... Discriminator Loss: 0.5077... Generator Loss: 2.0297
Epoch 2/3... Discriminator Loss: 0.4048... Generator Loss: 3.1123
Epoch 2/3... Discriminator Loss: 0.7335... Generator Loss: 1.4616
Epoch 2/3... Discriminator Loss: 0.5127... Generator Loss: 2.0566
Epoch 2/3... Discriminator Loss: 0.3934... Generator Loss: 3.1112
Epoch 2/3... Discriminator Loss: 0.3623... Generator Loss: 4.1990
Epoch 2/3... Discriminator Loss: 0.8375... Generator Loss: 1.0849
Epoch 2/3... Discriminator Loss: 0.4942... Generator Loss: 2.5285
Epoch 2/3... Discriminator Loss: 0.7727... Generator Loss: 1.3871
Epoch 2/3... Discriminator Loss: 0.4329... Generator Loss: 3.5716
Epoch 2/3... Discriminator Loss: 0.4147... Generator Loss: 3.1039
Epoch 2/3... Discriminator Loss: 0.4239... Generator Loss: 3.6288
Epoch 2/3... Discriminator Loss: 0.4813... Generator Loss: 2.4496
Epoch 2/3... Discriminator Loss: 0.3573... Generator Loss: 5.1831
Epoch 2/3... Discriminator Loss: 0.3689... Generator Loss: 4.8131
Epoch 2/3... Discriminator Loss: 0.4153... Generator Loss: 3.0651
Epoch 2/3... Discriminator Loss: 0.5993... Generator Loss: 1.7031
Epoch 2/3... Discriminator Loss: 0.3685... Generator Loss: 3.7758
Epoch 2/3... Discriminator Loss: 0.5187... Generator Loss: 1.9597
Epoch 2/3... Discriminator Loss: 0.7960... Generator Loss: 1.4184
Epoch 2/3... Discriminator Loss: 0.9756... Generator Loss: 4.5186
Epoch 2/3... Discriminator Loss: 0.5678... Generator Loss: 1.8469
Epoch 2/3... Discriminator Loss: 0.4620... Generator Loss: 2.4845
Epoch 2/3... Discriminator Loss: 0.4132... Generator Loss: 3.3095
Epoch 2/3... Discriminator Loss: 1.3434... Generator Loss: 0.8181
Epoch 2/3... Discriminator Loss: 0.5017... Generator Loss: 2.5916
Epoch 2/3... Discriminator Loss: 0.8477... Generator Loss: 1.1361
Epoch 2/3... Discriminator Loss: 0.4470... Generator Loss: 2.5602
Epoch 2/3... Discriminator Loss: 0.6620... Generator Loss: 1.3996
Epoch 2/3... Discriminator Loss: 0.5099... Generator Loss: 2.3999
Epoch 2/3... Discriminator Loss: 0.3620... Generator Loss: 4.0055
Epoch 2/3... Discriminator Loss: 0.4437... Generator Loss: 2.5313
Epoch 2/3... Discriminator Loss: 0.3831... Generator Loss: 3.8164
Epoch 2/3... Discriminator Loss: 0.7720... Generator Loss: 1.4476
Epoch 2/3... Discriminator Loss: 0.6897... Generator Loss: 1.6312
Epoch 2/3... Discriminator Loss: 0.4117... Generator Loss: 3.1354
Epoch 2/3... Discriminator Loss: 0.7876... Generator Loss: 1.2677
Epoch 2/3... Discriminator Loss: 0.6140... Generator Loss: 1.6798
Epoch 2/3... Discriminator Loss: 0.4796... Generator Loss: 3.1122
Epoch 2/3... Discriminator Loss: 0.4771... Generator Loss: 2.1938
Epoch 2/3... Discriminator Loss: 0.9622... Generator Loss: 2.0487
Epoch 2/3... Discriminator Loss: 1.4370... Generator Loss: 0.6234
Epoch 2/3... Discriminator Loss: 0.4452... Generator Loss: 2.5223
Epoch 2/3... Discriminator Loss: 0.6371... Generator Loss: 1.5765
Epoch 2/3... Discriminator Loss: 0.4682... Generator Loss: 2.4733
Epoch 2/3... Discriminator Loss: 0.3641... Generator Loss: 4.3737
Epoch 2/3... Discriminator Loss: 0.4685... Generator Loss: 2.6737
Epoch 2/3... Discriminator Loss: 0.4069... Generator Loss: 3.0155
Epoch 2/3... Discriminator Loss: 0.5773... Generator Loss: 1.7721
Epoch 2/3... Discriminator Loss: 0.4346... Generator Loss: 2.5417
Epoch 2/3... Discriminator Loss: 0.3672... Generator Loss: 4.0998
Epoch 2/3... Discriminator Loss: 0.3648... Generator Loss: 4.2700
Epoch 2/3... Discriminator Loss: 0.4739... Generator Loss: 3.9800
Epoch 2/3... Discriminator Loss: 0.4666... Generator Loss: 2.2789
Epoch 2/3... Discriminator Loss: 0.4545... Generator Loss: 2.5704
Epoch 2/3... Discriminator Loss: 0.3748... Generator Loss: 4.0327
Epoch 2/3... Discriminator Loss: 0.9928... Generator Loss: 1.0463
Epoch 2/3... Discriminator Loss: 0.5233... Generator Loss: 2.0869
Epoch 2/3... Discriminator Loss: 0.5349... Generator Loss: 1.8929
Epoch 2/3... Discriminator Loss: 0.4860... Generator Loss: 2.7504
Epoch 2/3... Discriminator Loss: 0.4788... Generator Loss: 2.7888
Epoch 2/3... Discriminator Loss: 0.4058... Generator Loss: 3.1314
Epoch 2/3... Discriminator Loss: 0.4997... Generator Loss: 2.1488
Epoch 2/3... Discriminator Loss: 0.4828... Generator Loss: 2.2564
Epoch 2/3... Discriminator Loss: 0.5428... Generator Loss: 1.9233
Epoch 2/3... Discriminator Loss: 0.4816... Generator Loss: 2.5353
Epoch 2/3... Discriminator Loss: 0.3974... Generator Loss: 3.1942
Epoch 2/3... Discriminator Loss: 1.0127... Generator Loss: 1.0202
Epoch 2/3... Discriminator Loss: 0.8142... Generator Loss: 1.1812
Epoch 2/3... Discriminator Loss: 0.4564... Generator Loss: 2.5368
Epoch 2/3... Discriminator Loss: 0.3665... Generator Loss: 4.3418
Epoch 2/3... Discriminator Loss: 0.3650... Generator Loss: 5.1573
Epoch 2/3... Discriminator Loss: 0.9127... Generator Loss: 4.9109
Epoch 2/3... Discriminator Loss: 0.5733... Generator Loss: 1.8432
Epoch 2/3... Discriminator Loss: 0.3455... Generator Loss: 5.6331
Epoch 2/3... Discriminator Loss: 0.6950... Generator Loss: 1.3522
Epoch 2/3... Discriminator Loss: 0.4022... Generator Loss: 3.5519
Epoch 2/3... Discriminator Loss: 0.5626... Generator Loss: 2.2018
Epoch 2/3... Discriminator Loss: 0.5925... Generator Loss: 1.7501
Epoch 2/3... Discriminator Loss: 0.5758... Generator Loss: 1.8348
Epoch 2/3... Discriminator Loss: 0.5863... Generator Loss: 1.6954
Epoch 2/3... Discriminator Loss: 0.5352... Generator Loss: 2.0361
Epoch 2/3... Discriminator Loss: 0.7388... Generator Loss: 1.2802
Epoch 2/3... Discriminator Loss: 0.4402... Generator Loss: 2.6264
Epoch 2/3... Discriminator Loss: 0.4747... Generator Loss: 2.6928
Epoch 2/3... Discriminator Loss: 0.6235... Generator Loss: 1.5767
Epoch 2/3... Discriminator Loss: 0.7950... Generator Loss: 1.2189
Epoch 2/3... Discriminator Loss: 0.5882... Generator Loss: 2.4891
Epoch 2/3... Discriminator Loss: 0.5136... Generator Loss: 3.1789
Epoch 2/3... Discriminator Loss: 0.3850... Generator Loss: 3.7864
Epoch 2/3... Discriminator Loss: 0.4980... Generator Loss: 3.1488
Epoch 2/3... Discriminator Loss: 1.0805... Generator Loss: 2.6365
Epoch 2/3... Discriminator Loss: 2.0050... Generator Loss: 0.3825
Epoch 2/3... Discriminator Loss: 0.5143... Generator Loss: 2.3015
Epoch 2/3... Discriminator Loss: 0.4225... Generator Loss: 3.0210
Epoch 2/3... Discriminator Loss: 0.5475... Generator Loss: 1.9127
Epoch 2/3... Discriminator Loss: 0.4839... Generator Loss: 2.3303
Epoch 2/3... Discriminator Loss: 0.4765... Generator Loss: 2.1862
Epoch 2/3... Discriminator Loss: 0.6016... Generator Loss: 1.6716
Epoch 2/3... Discriminator Loss: 0.7089... Generator Loss: 1.5005
Epoch 2/3... Discriminator Loss: 0.6476... Generator Loss: 1.5234
Epoch 2/3... Discriminator Loss: 0.4303... Generator Loss: 2.7979
Epoch 2/3... Discriminator Loss: 0.4225... Generator Loss: 3.0544
Epoch 2/3... Discriminator Loss: 0.4854... Generator Loss: 2.6234
Epoch 2/3... Discriminator Loss: 2.3077... Generator Loss: 7.1763
Epoch 2/3... Discriminator Loss: 0.6212... Generator Loss: 1.7741
Epoch 2/3... Discriminator Loss: 0.7021... Generator Loss: 1.4434
Epoch 2/3... Discriminator Loss: 0.5157... Generator Loss: 2.2255
Epoch 2/3... Discriminator Loss: 0.4524... Generator Loss: 2.5816
Epoch 2/3... Discriminator Loss: 0.6238... Generator Loss: 1.6183
Epoch 2/3... Discriminator Loss: 0.3949... Generator Loss: 3.6872
Epoch 2/3... Discriminator Loss: 0.5534... Generator Loss: 1.8379
Epoch 2/3... Discriminator Loss: 0.4254... Generator Loss: 2.6935
Epoch 2/3... Discriminator Loss: 0.5548... Generator Loss: 1.7708
Epoch 2/3... Discriminator Loss: 0.5590... Generator Loss: 1.8067
Epoch 2/3... Discriminator Loss: 0.4695... Generator Loss: 2.3554
Epoch 2/3... Discriminator Loss: 0.4678... Generator Loss: 2.5835
Epoch 2/3... Discriminator Loss: 0.3751... Generator Loss: 3.6077
Epoch 2/3... Discriminator Loss: 0.9436... Generator Loss: 0.9151
Epoch 2/3... Discriminator Loss: 0.6122... Generator Loss: 1.8850
Epoch 2/3... Discriminator Loss: 0.5502... Generator Loss: 1.9738
Epoch 2/3... Discriminator Loss: 0.4274... Generator Loss: 2.7459
Epoch 2/3... Discriminator Loss: 0.3520... Generator Loss: 4.8427
Epoch 2/3... Discriminator Loss: 0.8329... Generator Loss: 1.2107
Epoch 2/3... Discriminator Loss: 0.4736... Generator Loss: 2.2024
Epoch 2/3... Discriminator Loss: 0.4558... Generator Loss: 2.3385
Epoch 2/3... Discriminator Loss: 0.3988... Generator Loss: 3.0208
Epoch 2/3... Discriminator Loss: 0.4217... Generator Loss: 3.0597
Epoch 2/3... Discriminator Loss: 0.5973... Generator Loss: 1.6785
Epoch 2/3... Discriminator Loss: 0.4810... Generator Loss: 2.5359
Epoch 2/3... Discriminator Loss: 0.3848... Generator Loss: 3.1684
Epoch 2/3... Discriminator Loss: 0.4821... Generator Loss: 2.2304
Epoch 2/3... Discriminator Loss: 0.5530... Generator Loss: 1.7456
Epoch 2/3... Discriminator Loss: 0.4042... Generator Loss: 3.0152
Epoch 2/3... Discriminator Loss: 1.3703... Generator Loss: 5.2015
Epoch 2/3... Discriminator Loss: 2.2566... Generator Loss: 0.3044
Epoch 2/3... Discriminator Loss: 0.6830... Generator Loss: 1.9715
Epoch 2/3... Discriminator Loss: 0.5696... Generator Loss: 2.0432
Epoch 2/3... Discriminator Loss: 1.2362... Generator Loss: 0.6610
Epoch 2/3... Discriminator Loss: 0.6175... Generator Loss: 1.6820
Epoch 2/3... Discriminator Loss: 0.4205... Generator Loss: 3.4275
Epoch 2/3... Discriminator Loss: 0.3861... Generator Loss: 3.5725
Epoch 2/3... Discriminator Loss: 0.7841... Generator Loss: 1.1702
Epoch 2/3... Discriminator Loss: 0.3668... Generator Loss: 4.2219
Epoch 2/3... Discriminator Loss: 0.6705... Generator Loss: 1.3921
Epoch 2/3... Discriminator Loss: 0.4882... Generator Loss: 2.3972
Epoch 2/3... Discriminator Loss: 0.4662... Generator Loss: 2.3662
Epoch 2/3... Discriminator Loss: 0.4797... Generator Loss: 2.2697
Epoch 2/3... Discriminator Loss: 0.4500... Generator Loss: 2.4766
Epoch 2/3... Discriminator Loss: 0.4275... Generator Loss: 2.8448
Epoch 2/3... Discriminator Loss: 0.4984... Generator Loss: 2.1728
Epoch 2/3... Discriminator Loss: 0.4177... Generator Loss: 2.8473
Epoch 2/3... Discriminator Loss: 0.3429... Generator Loss: 5.8657
Epoch 2/3... Discriminator Loss: 0.6072... Generator Loss: 1.6386
Epoch 2/3... Discriminator Loss: 0.6010... Generator Loss: 1.7094
Epoch 2/3... Discriminator Loss: 0.4020... Generator Loss: 3.1621
Epoch 2/3... Discriminator Loss: 0.4362... Generator Loss: 2.5957
Epoch 2/3... Discriminator Loss: 0.4485... Generator Loss: 2.5664
Epoch 2/3... Discriminator Loss: 0.4505... Generator Loss: 2.5125
Epoch 2/3... Discriminator Loss: 0.3686... Generator Loss: 4.1060
Epoch 2/3... Discriminator Loss: 0.4303... Generator Loss: 2.6613
Epoch 2/3... Discriminator Loss: 0.4056... Generator Loss: 2.8256
Epoch 2/3... Discriminator Loss: 0.4181... Generator Loss: 2.7908
Epoch 2/3... Discriminator Loss: 0.7504... Generator Loss: 1.4746
Epoch 2/3... Discriminator Loss: 0.4245... Generator Loss: 3.0888
Epoch 2/3... Discriminator Loss: 0.4037... Generator Loss: 3.0178
Epoch 2/3... Discriminator Loss: 0.7875... Generator Loss: 1.5432
Epoch 2/3... Discriminator Loss: 1.8819... Generator Loss: 0.4119
Epoch 2/3... Discriminator Loss: 0.6881... Generator Loss: 1.4990
Epoch 2/3... Discriminator Loss: 0.5005... Generator Loss: 2.2801
Epoch 2/3... Discriminator Loss: 0.5640... Generator Loss: 1.8197
Epoch 2/3... Discriminator Loss: 0.5160... Generator Loss: 2.5203
Epoch 2/3... Discriminator Loss: 0.7127... Generator Loss: 1.4451
Epoch 2/3... Discriminator Loss: 0.4938... Generator Loss: 2.2194
Epoch 2/3... Discriminator Loss: 0.3895... Generator Loss: 3.3365
Epoch 2/3... Discriminator Loss: 0.4411... Generator Loss: 2.5817
Epoch 2/3... Discriminator Loss: 0.5378... Generator Loss: 1.9832
Epoch 2/3... Discriminator Loss: 0.4855... Generator Loss: 2.1169
Epoch 2/3... Discriminator Loss: 0.6088... Generator Loss: 1.5823
Epoch 2/3... Discriminator Loss: 0.6809... Generator Loss: 1.4821
Epoch 2/3... Discriminator Loss: 0.5139... Generator Loss: 2.0317
Epoch 2/3... Discriminator Loss: 0.6486... Generator Loss: 1.6189
Epoch 2/3... Discriminator Loss: 0.4933... Generator Loss: 2.2615
Epoch 2/3... Discriminator Loss: 0.4520... Generator Loss: 2.6135
Epoch 2/3... Discriminator Loss: 0.5726... Generator Loss: 1.8463
Epoch 2/3... Discriminator Loss: 0.5060... Generator Loss: 2.0605
Epoch 2/3... Discriminator Loss: 0.5568... Generator Loss: 2.0895
Epoch 2/3... Discriminator Loss: 0.4767... Generator Loss: 2.2935
Epoch 2/3... Discriminator Loss: 0.6807... Generator Loss: 1.4171
Epoch 2/3... Discriminator Loss: 0.4650... Generator Loss: 2.3815
Epoch 2/3... Discriminator Loss: 0.5073... Generator Loss: 2.1271
Epoch 2/3... Discriminator Loss: 0.3502... Generator Loss: 4.6155
Epoch 2/3... Discriminator Loss: 0.3849... Generator Loss: 3.2632
Epoch 2/3... Discriminator Loss: 1.5036... Generator Loss: 0.5869
Epoch 2/3... Discriminator Loss: 0.3676... Generator Loss: 4.3475
Epoch 2/3... Discriminator Loss: 0.4048... Generator Loss: 3.0915
Epoch 2/3... Discriminator Loss: 0.3826... Generator Loss: 3.5877
Epoch 2/3... Discriminator Loss: 0.5436... Generator Loss: 2.0142
Epoch 2/3... Discriminator Loss: 0.4726... Generator Loss: 2.3529
Epoch 2/3... Discriminator Loss: 0.5578... Generator Loss: 2.5618
Epoch 2/3... Discriminator Loss: 0.9864... Generator Loss: 0.9540
Epoch 2/3... Discriminator Loss: 0.4642... Generator Loss: 2.4244
Epoch 3/3... Discriminator Loss: 0.5702... Generator Loss: 2.0755
Epoch 3/3... Discriminator Loss: 0.6268... Generator Loss: 1.7138
Epoch 3/3... Discriminator Loss: 0.6092... Generator Loss: 1.6508
Epoch 3/3... Discriminator Loss: 0.7483... Generator Loss: 1.3082
Epoch 3/3... Discriminator Loss: 0.5609... Generator Loss: 1.8746
Epoch 3/3... Discriminator Loss: 0.4338... Generator Loss: 2.8276
Epoch 3/3... Discriminator Loss: 0.7737... Generator Loss: 1.5014
Epoch 3/3... Discriminator Loss: 0.4637... Generator Loss: 2.3643
Epoch 3/3... Discriminator Loss: 0.6093... Generator Loss: 1.6503
Epoch 3/3... Discriminator Loss: 0.6569... Generator Loss: 1.5318
Epoch 3/3... Discriminator Loss: 0.5895... Generator Loss: 2.1016
Epoch 3/3... Discriminator Loss: 0.7942... Generator Loss: 1.3686
Epoch 3/3... Discriminator Loss: 0.4764... Generator Loss: 2.3346
Epoch 3/3... Discriminator Loss: 0.4985... Generator Loss: 2.8597
Epoch 3/3... Discriminator Loss: 0.4398... Generator Loss: 2.5954
Epoch 3/3... Discriminator Loss: 0.4729... Generator Loss: 2.2557
Epoch 3/3... Discriminator Loss: 0.4385... Generator Loss: 2.5431
Epoch 3/3... Discriminator Loss: 0.4138... Generator Loss: 2.8210
Epoch 3/3... Discriminator Loss: 0.4609... Generator Loss: 3.6676
Epoch 3/3... Discriminator Loss: 0.4455... Generator Loss: 3.0483
Epoch 3/3... Discriminator Loss: 0.4928... Generator Loss: 3.0530
Epoch 3/3... Discriminator Loss: 0.4056... Generator Loss: 2.9437
Epoch 3/3... Discriminator Loss: 0.3475... Generator Loss: 4.5767
Epoch 3/3... Discriminator Loss: 0.5062... Generator Loss: 2.1149
Epoch 3/3... Discriminator Loss: 0.7354... Generator Loss: 1.3569
Epoch 3/3... Discriminator Loss: 0.3983... Generator Loss: 3.2316
Epoch 3/3... Discriminator Loss: 0.4792... Generator Loss: 2.8611
Epoch 3/3... Discriminator Loss: 0.4518... Generator Loss: 2.8912
Epoch 3/3... Discriminator Loss: 0.4900... Generator Loss: 2.2279
Epoch 3/3... Discriminator Loss: 0.4598... Generator Loss: 2.5088
Epoch 3/3... Discriminator Loss: 0.5544... Generator Loss: 1.8543
Epoch 3/3... Discriminator Loss: 0.5443... Generator Loss: 1.9660
Epoch 3/3... Discriminator Loss: 0.8050... Generator Loss: 1.2248
Epoch 3/3... Discriminator Loss: 0.5121... Generator Loss: 2.5502
Epoch 3/3... Discriminator Loss: 0.5254... Generator Loss: 2.0099
Epoch 3/3... Discriminator Loss: 0.5929... Generator Loss: 1.6834
Epoch 3/3... Discriminator Loss: 0.4556... Generator Loss: 2.9174
Epoch 3/3... Discriminator Loss: 0.4797... Generator Loss: 3.0427
Epoch 3/3... Discriminator Loss: 0.6275... Generator Loss: 3.1087
Epoch 3/3... Discriminator Loss: 0.5946... Generator Loss: 2.0192
Epoch 3/3... Discriminator Loss: 0.5834... Generator Loss: 2.0169
Epoch 3/3... Discriminator Loss: 0.6122... Generator Loss: 1.7026
Epoch 3/3... Discriminator Loss: 0.8646... Generator Loss: 1.1266
Epoch 3/3... Discriminator Loss: 0.5300... Generator Loss: 2.0251
Epoch 3/3... Discriminator Loss: 0.4184... Generator Loss: 2.8172
Epoch 3/3... Discriminator Loss: 0.6021... Generator Loss: 1.7840
Epoch 3/3... Discriminator Loss: 0.4502... Generator Loss: 2.5638
Epoch 3/3... Discriminator Loss: 0.3908... Generator Loss: 3.1514
Epoch 3/3... Discriminator Loss: 0.9613... Generator Loss: 1.2089
Epoch 3/3... Discriminator Loss: 0.4679... Generator Loss: 4.3446
Epoch 3/3... Discriminator Loss: 0.6632... Generator Loss: 2.4378
Epoch 3/3... Discriminator Loss: 0.4544... Generator Loss: 2.5556
Epoch 3/3... Discriminator Loss: 0.6417... Generator Loss: 1.7023
Epoch 3/3... Discriminator Loss: 0.5120... Generator Loss: 2.0943
Epoch 3/3... Discriminator Loss: 0.5502... Generator Loss: 2.0223
Epoch 3/3... Discriminator Loss: 0.6610... Generator Loss: 1.5428
Epoch 3/3... Discriminator Loss: 0.5240... Generator Loss: 2.1029
Epoch 3/3... Discriminator Loss: 0.4238... Generator Loss: 2.9337
Epoch 3/3... Discriminator Loss: 0.4718... Generator Loss: 2.4623
Epoch 3/3... Discriminator Loss: 0.3562... Generator Loss: 5.4587
Epoch 3/3... Discriminator Loss: 0.4717... Generator Loss: 2.3717
Epoch 3/3... Discriminator Loss: 0.4059... Generator Loss: 2.9806
Epoch 3/3... Discriminator Loss: 0.5546... Generator Loss: 1.8357
Epoch 3/3... Discriminator Loss: 0.4864... Generator Loss: 2.3554
Epoch 3/3... Discriminator Loss: 0.3978... Generator Loss: 3.3944
Epoch 3/3... Discriminator Loss: 0.3793... Generator Loss: 4.4557
Epoch 3/3... Discriminator Loss: 0.6019... Generator Loss: 1.7950
Epoch 3/3... Discriminator Loss: 0.4294... Generator Loss: 2.9077
Epoch 3/3... Discriminator Loss: 0.4532... Generator Loss: 2.4899
Epoch 3/3... Discriminator Loss: 0.6783... Generator Loss: 1.6140
Epoch 3/3... Discriminator Loss: 0.4583... Generator Loss: 2.7652
Epoch 3/3... Discriminator Loss: 0.4252... Generator Loss: 2.7048
Epoch 3/3... Discriminator Loss: 0.8178... Generator Loss: 1.2603
Epoch 3/3... Discriminator Loss: 0.3846... Generator Loss: 5.4675
Epoch 3/3... Discriminator Loss: 0.6539... Generator Loss: 1.6273
Epoch 3/3... Discriminator Loss: 0.8803... Generator Loss: 1.0973
Epoch 3/3... Discriminator Loss: 0.4120... Generator Loss: 3.0542
Epoch 3/3... Discriminator Loss: 0.4891... Generator Loss: 2.2310
Epoch 3/3... Discriminator Loss: 0.4427... Generator Loss: 2.6361
Epoch 3/3... Discriminator Loss: 0.4619... Generator Loss: 2.8679
Epoch 3/3... Discriminator Loss: 0.3912... Generator Loss: 4.5329
Epoch 3/3... Discriminator Loss: 0.3831... Generator Loss: 3.9607
Epoch 3/3... Discriminator Loss: 0.7342... Generator Loss: 1.3003
Epoch 3/3... Discriminator Loss: 0.6695... Generator Loss: 1.4797
Epoch 3/3... Discriminator Loss: 0.5518... Generator Loss: 1.9748
Epoch 3/3... Discriminator Loss: 0.3585... Generator Loss: 4.2990
Epoch 3/3... Discriminator Loss: 0.4850... Generator Loss: 2.1855
Epoch 3/3... Discriminator Loss: 0.5232... Generator Loss: 2.0644
Epoch 3/3... Discriminator Loss: 0.3972... Generator Loss: 3.1167
Epoch 3/3... Discriminator Loss: 0.3725... Generator Loss: 4.0718
Epoch 3/3... Discriminator Loss: 1.0207... Generator Loss: 0.9824
Epoch 3/3... Discriminator Loss: 0.4170... Generator Loss: 3.0000
Epoch 3/3... Discriminator Loss: 0.3690... Generator Loss: 3.9137
Epoch 3/3... Discriminator Loss: 0.4955... Generator Loss: 2.1462
Epoch 3/3... Discriminator Loss: 0.4282... Generator Loss: 2.7076
Epoch 3/3... Discriminator Loss: 0.3466... Generator Loss: 5.1852
Epoch 3/3... Discriminator Loss: 0.5130... Generator Loss: 2.1001
Epoch 3/3... Discriminator Loss: 0.7279... Generator Loss: 1.4367
Epoch 3/3... Discriminator Loss: 0.6527... Generator Loss: 1.7318
Epoch 3/3... Discriminator Loss: 0.4769... Generator Loss: 2.4732
Epoch 3/3... Discriminator Loss: 0.6246... Generator Loss: 1.9911
Epoch 3/3... Discriminator Loss: 0.3710... Generator Loss: 4.0073
Epoch 3/3... Discriminator Loss: 0.4562... Generator Loss: 3.1402
Epoch 3/3... Discriminator Loss: 0.6921... Generator Loss: 1.6562
Epoch 3/3... Discriminator Loss: 0.3896... Generator Loss: 5.0073
Epoch 3/3... Discriminator Loss: 0.6325... Generator Loss: 1.7385
Epoch 3/3... Discriminator Loss: 0.6775... Generator Loss: 2.1636
Epoch 3/3... Discriminator Loss: 0.8798... Generator Loss: 1.1694
Epoch 3/3... Discriminator Loss: 0.7533... Generator Loss: 1.3009
Epoch 3/3... Discriminator Loss: 0.5154... Generator Loss: 2.2439
Epoch 3/3... Discriminator Loss: 0.4671... Generator Loss: 3.2334
Epoch 3/3... Discriminator Loss: 0.4474... Generator Loss: 2.5951
Epoch 3/3... Discriminator Loss: 0.4271... Generator Loss: 2.7969
Epoch 3/3... Discriminator Loss: 0.5723... Generator Loss: 1.7952
Epoch 3/3... Discriminator Loss: 0.4813... Generator Loss: 2.2485
Epoch 3/3... Discriminator Loss: 0.4746... Generator Loss: 3.1570
Epoch 3/3... Discriminator Loss: 0.7364... Generator Loss: 1.5412
Epoch 3/3... Discriminator Loss: 0.3880... Generator Loss: 3.4592
Epoch 3/3... Discriminator Loss: 0.4674... Generator Loss: 3.3871
Epoch 3/3... Discriminator Loss: 0.4151... Generator Loss: 2.9903
Epoch 3/3... Discriminator Loss: 0.5439... Generator Loss: 1.9503
Epoch 3/3... Discriminator Loss: 0.3691... Generator Loss: 3.9798
Epoch 3/3... Discriminator Loss: 0.3780... Generator Loss: 3.6154
Epoch 3/3... Discriminator Loss: 0.4032... Generator Loss: 3.1310
Epoch 3/3... Discriminator Loss: 0.6733... Generator Loss: 3.0092
Epoch 3/3... Discriminator Loss: 0.4769... Generator Loss: 2.5905
Epoch 3/3... Discriminator Loss: 0.4489... Generator Loss: 2.6625
Epoch 3/3... Discriminator Loss: 0.9197... Generator Loss: 1.2207
Epoch 3/3... Discriminator Loss: 1.4702... Generator Loss: 0.6703
Epoch 3/3... Discriminator Loss: 0.3760... Generator Loss: 4.4253
Epoch 3/3... Discriminator Loss: 0.7112... Generator Loss: 1.5462
Epoch 3/3... Discriminator Loss: 0.3865... Generator Loss: 3.5772
Epoch 3/3... Discriminator Loss: 1.2496... Generator Loss: 0.8064
Epoch 3/3... Discriminator Loss: 0.4271... Generator Loss: 2.9489
Epoch 3/3... Discriminator Loss: 0.3872... Generator Loss: 3.3075
Epoch 3/3... Discriminator Loss: 0.3890... Generator Loss: 3.4486
Epoch 3/3... Discriminator Loss: 0.4237... Generator Loss: 3.0069
Epoch 3/3... Discriminator Loss: 0.6099... Generator Loss: 1.7273
Epoch 3/3... Discriminator Loss: 0.6033... Generator Loss: 1.8442
Epoch 3/3... Discriminator Loss: 0.3871... Generator Loss: 3.1743
Epoch 3/3... Discriminator Loss: 0.6664... Generator Loss: 1.4891
Epoch 3/3... Discriminator Loss: 0.5120... Generator Loss: 2.0229
Epoch 3/3... Discriminator Loss: 0.4010... Generator Loss: 2.9607
Epoch 3/3... Discriminator Loss: 0.4896... Generator Loss: 2.3428
Epoch 3/3... Discriminator Loss: 0.4388... Generator Loss: 3.4660
Epoch 3/3... Discriminator Loss: 0.4920... Generator Loss: 2.2459
Epoch 3/3... Discriminator Loss: 0.3634... Generator Loss: 4.4359
Epoch 3/3... Discriminator Loss: 0.8604... Generator Loss: 1.0827
Epoch 3/3... Discriminator Loss: 0.3684... Generator Loss: 5.9536
Epoch 3/3... Discriminator Loss: 0.4885... Generator Loss: 2.2986
Epoch 3/3... Discriminator Loss: 0.3625... Generator Loss: 4.9442
Epoch 3/3... Discriminator Loss: 0.4660... Generator Loss: 2.7130
Epoch 3/3... Discriminator Loss: 0.3999... Generator Loss: 3.2864
Epoch 3/3... Discriminator Loss: 0.6144... Generator Loss: 1.6594
Epoch 3/3... Discriminator Loss: 0.4409... Generator Loss: 2.5476
Epoch 3/3... Discriminator Loss: 0.6878... Generator Loss: 1.4893
Epoch 3/3... Discriminator Loss: 0.4566... Generator Loss: 2.5324
Epoch 3/3... Discriminator Loss: 0.4003... Generator Loss: 3.1999
Epoch 3/3... Discriminator Loss: 2.2696... Generator Loss: 0.3697
Epoch 3/3... Discriminator Loss: 0.6640... Generator Loss: 2.0683
Epoch 3/3... Discriminator Loss: 0.5248... Generator Loss: 2.7104
Epoch 3/3... Discriminator Loss: 0.6556... Generator Loss: 1.4550
Epoch 3/3... Discriminator Loss: 0.5749... Generator Loss: 1.9754
Epoch 3/3... Discriminator Loss: 0.6134... Generator Loss: 1.7745
Epoch 3/3... Discriminator Loss: 0.4710... Generator Loss: 2.5884
Epoch 3/3... Discriminator Loss: 0.5472... Generator Loss: 1.9329
Epoch 3/3... Discriminator Loss: 0.7620... Generator Loss: 1.2030
Epoch 3/3... Discriminator Loss: 0.4493... Generator Loss: 2.5933
Epoch 3/3... Discriminator Loss: 0.5581... Generator Loss: 1.9411
Epoch 3/3... Discriminator Loss: 0.8643... Generator Loss: 1.1878
Epoch 3/3... Discriminator Loss: 1.0057... Generator Loss: 1.0569
Epoch 3/3... Discriminator Loss: 0.5194... Generator Loss: 2.0011
Epoch 3/3... Discriminator Loss: 0.7796... Generator Loss: 1.3484
Epoch 3/3... Discriminator Loss: 0.8998... Generator Loss: 0.9555
Epoch 3/3... Discriminator Loss: 0.7298... Generator Loss: 1.2937
Epoch 3/3... Discriminator Loss: 0.4402... Generator Loss: 2.7616
Epoch 3/3... Discriminator Loss: 0.4860... Generator Loss: 2.2288
Epoch 3/3... Discriminator Loss: 0.8435... Generator Loss: 1.1344
Epoch 3/3... Discriminator Loss: 0.4119... Generator Loss: 2.9669
Epoch 3/3... Discriminator Loss: 0.4933... Generator Loss: 2.3783
Epoch 3/3... Discriminator Loss: 0.4061... Generator Loss: 3.0698
Epoch 3/3... Discriminator Loss: 0.6006... Generator Loss: 1.7813
Epoch 3/3... Discriminator Loss: 0.3619... Generator Loss: 4.1913
Epoch 3/3... Discriminator Loss: 0.5915... Generator Loss: 2.9534
Epoch 3/3... Discriminator Loss: 0.6019... Generator Loss: 1.7854
Epoch 3/3... Discriminator Loss: 0.4255... Generator Loss: 2.8093
Epoch 3/3... Discriminator Loss: 0.7386... Generator Loss: 1.2261
Epoch 3/3... Discriminator Loss: 0.3663... Generator Loss: 4.1478
Epoch 3/3... Discriminator Loss: 0.4420... Generator Loss: 3.3405
Epoch 3/3... Discriminator Loss: 0.4729... Generator Loss: 2.6193
Epoch 3/3... Discriminator Loss: 1.8375... Generator Loss: 4.9965
Epoch 3/3... Discriminator Loss: 0.6745... Generator Loss: 1.7080
Epoch 3/3... Discriminator Loss: 0.4831... Generator Loss: 2.4360
Epoch 3/3... Discriminator Loss: 0.4989... Generator Loss: 2.3671
Epoch 3/3... Discriminator Loss: 0.4009... Generator Loss: 3.3936
Epoch 3/3... Discriminator Loss: 0.4771... Generator Loss: 2.5634
Epoch 3/3... Discriminator Loss: 0.4772... Generator Loss: 2.6936
Epoch 3/3... Discriminator Loss: 0.4569... Generator Loss: 2.6596
Epoch 3/3... Discriminator Loss: 0.7716... Generator Loss: 1.4574
Epoch 3/3... Discriminator Loss: 0.3724... Generator Loss: 4.1231
Epoch 3/3... Discriminator Loss: 0.6058... Generator Loss: 1.6548
Epoch 3/3... Discriminator Loss: 0.5514... Generator Loss: 2.0688
Epoch 3/3... Discriminator Loss: 0.4148... Generator Loss: 3.0545
Epoch 3/3... Discriminator Loss: 0.4468... Generator Loss: 2.5687
Epoch 3/3... Discriminator Loss: 0.5058... Generator Loss: 2.1749
Epoch 3/3... Discriminator Loss: 0.7379... Generator Loss: 1.4784
Epoch 3/3... Discriminator Loss: 0.7727... Generator Loss: 1.1933
Epoch 3/3... Discriminator Loss: 0.3988... Generator Loss: 3.2319
Epoch 3/3... Discriminator Loss: 1.5634... Generator Loss: 0.5941
Epoch 3/3... Discriminator Loss: 1.1254... Generator Loss: 0.8625
Epoch 3/3... Discriminator Loss: 0.4220... Generator Loss: 3.0434
Epoch 3/3... Discriminator Loss: 0.4803... Generator Loss: 2.5112
Epoch 3/3... Discriminator Loss: 0.3793... Generator Loss: 3.5859
Epoch 3/3... Discriminator Loss: 0.4405... Generator Loss: 3.0317
Epoch 3/3... Discriminator Loss: 0.4898... Generator Loss: 2.4728
Epoch 3/3... Discriminator Loss: 0.4067... Generator Loss: 3.4268
Epoch 3/3... Discriminator Loss: 0.5844... Generator Loss: 1.8035
Epoch 3/3... Discriminator Loss: 0.3861... Generator Loss: 3.4838
Epoch 3/3... Discriminator Loss: 0.6175... Generator Loss: 2.2671
Epoch 3/3... Discriminator Loss: 0.7575... Generator Loss: 1.4790
Epoch 3/3... Discriminator Loss: 0.4587... Generator Loss: 2.5791
Epoch 3/3... Discriminator Loss: 0.3674... Generator Loss: 4.3810
Epoch 3/3... Discriminator Loss: 0.5500... Generator Loss: 1.9165
Epoch 3/3... Discriminator Loss: 0.3966... Generator Loss: 3.4428
Epoch 3/3... Discriminator Loss: 0.4869... Generator Loss: 2.2634
Epoch 3/3... Discriminator Loss: 0.7429... Generator Loss: 1.2184
Epoch 3/3... Discriminator Loss: 0.5791... Generator Loss: 1.8262
Epoch 3/3... Discriminator Loss: 1.3373... Generator Loss: 0.6308
Epoch 3/3... Discriminator Loss: 0.5790... Generator Loss: 1.8263
Epoch 3/3... Discriminator Loss: 0.6884... Generator Loss: 1.4577
Epoch 3/3... Discriminator Loss: 0.4148... Generator Loss: 2.9325
Epoch 3/3... Discriminator Loss: 0.4416... Generator Loss: 2.6795
Epoch 3/3... Discriminator Loss: 0.5756... Generator Loss: 1.6984
Epoch 3/3... Discriminator Loss: 0.5310... Generator Loss: 2.0327
Epoch 3/3... Discriminator Loss: 0.4627... Generator Loss: 2.4625
Epoch 3/3... Discriminator Loss: 0.4359... Generator Loss: 2.8428
Epoch 3/3... Discriminator Loss: 0.6112... Generator Loss: 1.6024
Epoch 3/3... Discriminator Loss: 0.4738... Generator Loss: 2.3504
Epoch 3/3... Discriminator Loss: 0.4409... Generator Loss: 2.8005
Epoch 3/3... Discriminator Loss: 0.4072... Generator Loss: 3.3855
Epoch 3/3... Discriminator Loss: 0.4332... Generator Loss: 2.7140
Epoch 3/3... Discriminator Loss: 0.4045... Generator Loss: 3.1019
Epoch 3/3... Discriminator Loss: 2.0725... Generator Loss: 0.3290
Epoch 3/3... Discriminator Loss: 0.7656... Generator Loss: 1.3538
Epoch 3/3... Discriminator Loss: 0.5133... Generator Loss: 2.1147
Epoch 3/3... Discriminator Loss: 0.4448... Generator Loss: 2.8467
Epoch 3/3... Discriminator Loss: 0.5831... Generator Loss: 1.7784
Epoch 3/3... Discriminator Loss: 0.7884... Generator Loss: 1.3961
Epoch 3/3... Discriminator Loss: 0.3711... Generator Loss: 4.3686
Epoch 3/3... Discriminator Loss: 0.4262... Generator Loss: 2.9046
Epoch 3/3... Discriminator Loss: 0.4854... Generator Loss: 2.2670
Epoch 3/3... Discriminator Loss: 0.4357... Generator Loss: 2.6932
Epoch 3/3... Discriminator Loss: 0.5561... Generator Loss: 2.0274
Epoch 3/3... Discriminator Loss: 0.4958... Generator Loss: 2.2905
Epoch 3/3... Discriminator Loss: 0.7596... Generator Loss: 1.2193
Epoch 3/3... Discriminator Loss: 0.5090... Generator Loss: 2.0672
Epoch 3/3... Discriminator Loss: 1.0662... Generator Loss: 0.8074
Epoch 3/3... Discriminator Loss: 0.4596... Generator Loss: 2.7864
Epoch 3/3... Discriminator Loss: 0.5434... Generator Loss: 1.8468
Epoch 3/3... Discriminator Loss: 0.5618... Generator Loss: 1.8521
Epoch 3/3... Discriminator Loss: 0.5158... Generator Loss: 2.1151
Epoch 3/3... Discriminator Loss: 0.4745... Generator Loss: 2.3304
Epoch 3/3... Discriminator Loss: 0.3840... Generator Loss: 3.2174
Epoch 3/3... Discriminator Loss: 0.5772... Generator Loss: 1.7775
Epoch 3/3... Discriminator Loss: 0.4271... Generator Loss: 2.8012
Epoch 3/3... Discriminator Loss: 0.3849... Generator Loss: 3.4025
Epoch 3/3... Discriminator Loss: 0.6072... Generator Loss: 1.7315
Epoch 3/3... Discriminator Loss: 1.5786... Generator Loss: 0.7498
Epoch 3/3... Discriminator Loss: 0.4724... Generator Loss: 3.6209
Epoch 3/3... Discriminator Loss: 0.4741... Generator Loss: 2.4029
Epoch 3/3... Discriminator Loss: 0.6928... Generator Loss: 1.4101
Epoch 3/3... Discriminator Loss: 0.4941... Generator Loss: 2.2715
Epoch 3/3... Discriminator Loss: 0.3948... Generator Loss: 3.2908
Epoch 3/3... Discriminator Loss: 1.2963... Generator Loss: 0.7792
Epoch 3/3... Discriminator Loss: 0.4416... Generator Loss: 3.0663
Epoch 3/3... Discriminator Loss: 0.3782... Generator Loss: 3.9549
Epoch 3/3... Discriminator Loss: 0.4154... Generator Loss: 3.5070
Epoch 3/3... Discriminator Loss: 0.3625... Generator Loss: 4.9490
Epoch 3/3... Discriminator Loss: 0.4298... Generator Loss: 2.9825
Epoch 3/3... Discriminator Loss: 0.4782... Generator Loss: 2.4404
Epoch 3/3... Discriminator Loss: 0.5154... Generator Loss: 2.3346
Epoch 3/3... Discriminator Loss: 0.4123... Generator Loss: 3.1933
Epoch 3/3... Discriminator Loss: 0.4384... Generator Loss: 2.7851
Epoch 3/3... Discriminator Loss: 0.5540... Generator Loss: 1.8209
Epoch 3/3... Discriminator Loss: 0.3894... Generator Loss: 3.4636
Epoch 3/3... Discriminator Loss: 0.9208... Generator Loss: 0.9676
Epoch 3/3... Discriminator Loss: 0.6112... Generator Loss: 1.6209
Epoch 3/3... Discriminator Loss: 0.7370... Generator Loss: 1.5217
Epoch 3/3... Discriminator Loss: 0.6054... Generator Loss: 1.7188
Epoch 3/3... Discriminator Loss: 0.3953... Generator Loss: 3.3740
Epoch 3/3... Discriminator Loss: 0.4047... Generator Loss: 2.9230
Epoch 3/3... Discriminator Loss: 0.4913... Generator Loss: 2.1850
Epoch 3/3... Discriminator Loss: 0.5025... Generator Loss: 2.2486
Epoch 3/3... Discriminator Loss: 0.4166... Generator Loss: 2.9617
Epoch 3/3... Discriminator Loss: 0.4296... Generator Loss: 2.7791
Epoch 3/3... Discriminator Loss: 0.5503... Generator Loss: 1.9419
Epoch 3/3... Discriminator Loss: 0.4442... Generator Loss: 2.4688
Epoch 3/3... Discriminator Loss: 0.5629... Generator Loss: 2.2632
Epoch 3/3... Discriminator Loss: 0.6669... Generator Loss: 1.4441
Epoch 3/3... Discriminator Loss: 1.0306... Generator Loss: 1.0223
Epoch 3/3... Discriminator Loss: 0.4939... Generator Loss: 3.6193
Epoch 3/3... Discriminator Loss: 0.4963... Generator Loss: 2.3456
Epoch 3/3... Discriminator Loss: 0.6385... Generator Loss: 1.6873
Epoch 3/3... Discriminator Loss: 0.6551... Generator Loss: 1.5260
Epoch 3/3... Discriminator Loss: 0.4341... Generator Loss: 2.7856
Epoch 3/3... Discriminator Loss: 0.3912... Generator Loss: 3.4747
Epoch 3/3... Discriminator Loss: 0.4515... Generator Loss: 2.5446
Epoch 3/3... Discriminator Loss: 0.5567... Generator Loss: 1.8706
Epoch 3/3... Discriminator Loss: 0.3952... Generator Loss: 3.2229
Epoch 3/3... Discriminator Loss: 1.2376... Generator Loss: 0.8112
Epoch 3/3... Discriminator Loss: 2.2521... Generator Loss: 0.3215
Epoch 3/3... Discriminator Loss: 1.2368... Generator Loss: 0.8319
Epoch 3/3... Discriminator Loss: 0.4214... Generator Loss: 2.8377
Epoch 3/3... Discriminator Loss: 0.8646... Generator Loss: 2.0284
Epoch 3/3... Discriminator Loss: 0.8125... Generator Loss: 1.2933
Epoch 3/3... Discriminator Loss: 0.4516... Generator Loss: 2.7854
Epoch 3/3... Discriminator Loss: 0.8797... Generator Loss: 1.0153
Epoch 3/3... Discriminator Loss: 0.4304... Generator Loss: 2.8090
Epoch 3/3... Discriminator Loss: 0.5619... Generator Loss: 1.8307
Epoch 3/3... Discriminator Loss: 0.4294... Generator Loss: 2.7024
Epoch 3/3... Discriminator Loss: 0.5211... Generator Loss: 1.9285
Epoch 3/3... Discriminator Loss: 0.5664... Generator Loss: 1.8149
Epoch 3/3... Discriminator Loss: 0.4150... Generator Loss: 3.1135
Epoch 3/3... Discriminator Loss: 0.5093... Generator Loss: 2.3289
Epoch 3/3... Discriminator Loss: 0.6324... Generator Loss: 1.6417
Epoch 3/3... Discriminator Loss: 0.5435... Generator Loss: 1.9222
Epoch 3/3... Discriminator Loss: 0.3855... Generator Loss: 3.4720
Epoch 3/3... Discriminator Loss: 0.6058... Generator Loss: 1.6723
Epoch 3/3... Discriminator Loss: 0.5611... Generator Loss: 1.8736
Epoch 3/3... Discriminator Loss: 0.3603... Generator Loss: 5.2467
Epoch 3/3... Discriminator Loss: 1.0148... Generator Loss: 1.1318
Epoch 3/3... Discriminator Loss: 0.8788... Generator Loss: 1.3514
Epoch 3/3... Discriminator Loss: 0.4176... Generator Loss: 3.0840
Epoch 3/3... Discriminator Loss: 0.7343... Generator Loss: 1.9978
Epoch 3/3... Discriminator Loss: 1.7522... Generator Loss: 0.6245
Epoch 3/3... Discriminator Loss: 0.4051... Generator Loss: 3.3684
Epoch 3/3... Discriminator Loss: 0.4625... Generator Loss: 2.7503
Epoch 3/3... Discriminator Loss: 0.3978... Generator Loss: 3.0884
Epoch 3/3... Discriminator Loss: 0.5361... Generator Loss: 1.9606
Epoch 3/3... Discriminator Loss: 0.7830... Generator Loss: 1.4355
Epoch 3/3... Discriminator Loss: 0.4326... Generator Loss: 2.7528
Epoch 3/3... Discriminator Loss: 0.6573... Generator Loss: 1.5622
Epoch 3/3... Discriminator Loss: 0.4799... Generator Loss: 2.3303
Epoch 3/3... Discriminator Loss: 0.3760... Generator Loss: 3.8132
Epoch 3/3... Discriminator Loss: 0.6296... Generator Loss: 1.6033
Epoch 3/3... Discriminator Loss: 1.8521... Generator Loss: 0.4356
Epoch 3/3... Discriminator Loss: 0.4738... Generator Loss: 2.5423
Epoch 3/3... Discriminator Loss: 0.4816... Generator Loss: 2.4705
Epoch 3/3... Discriminator Loss: 0.6686... Generator Loss: 1.4479
Epoch 3/3... Discriminator Loss: 0.4223... Generator Loss: 2.8001
Epoch 3/3... Discriminator Loss: 0.3766... Generator Loss: 3.5123
Epoch 3/3... Discriminator Loss: 0.4276... Generator Loss: 2.7334
Epoch 3/3... Discriminator Loss: 0.5063... Generator Loss: 3.1094
Epoch 3/3... Discriminator Loss: 0.4272... Generator Loss: 2.7290
Epoch 3/3... Discriminator Loss: 0.6336... Generator Loss: 1.6859
Epoch 3/3... Discriminator Loss: 0.3589... Generator Loss: 4.2226
Epoch 3/3... Discriminator Loss: 0.4101... Generator Loss: 2.9156
Epoch 3/3... Discriminator Loss: 0.8945... Generator Loss: 1.0286
Epoch 3/3... Discriminator Loss: 0.3983... Generator Loss: 3.1666
Epoch 3/3... Discriminator Loss: 1.1456... Generator Loss: 0.7645
Epoch 3/3... Discriminator Loss: 0.7142... Generator Loss: 1.3634
Epoch 3/3... Discriminator Loss: 0.4015... Generator Loss: 3.0289
Epoch 3/3... Discriminator Loss: 0.5012... Generator Loss: 2.1970
Epoch 3/3... Discriminator Loss: 0.6429... Generator Loss: 1.6220
Epoch 3/3... Discriminator Loss: 0.5769... Generator Loss: 2.3018
Epoch 3/3... Discriminator Loss: 0.8044... Generator Loss: 1.2321
Epoch 3/3... Discriminator Loss: 0.4699... Generator Loss: 2.7556
Epoch 3/3... Discriminator Loss: 0.5922... Generator Loss: 1.7429
Epoch 3/3... Discriminator Loss: 0.4959... Generator Loss: 2.6703
Epoch 3/3... Discriminator Loss: 0.6325... Generator Loss: 3.1594
Epoch 3/3... Discriminator Loss: 0.4243... Generator Loss: 3.3175
Epoch 3/3... Discriminator Loss: 0.4632... Generator Loss: 2.4992
Epoch 3/3... Discriminator Loss: 1.1123... Generator Loss: 0.9893
Epoch 3/3... Discriminator Loss: 0.8875... Generator Loss: 1.0314
Epoch 3/3... Discriminator Loss: 0.6793... Generator Loss: 1.5605
Epoch 3/3... Discriminator Loss: 0.4909... Generator Loss: 2.4009
Epoch 3/3... Discriminator Loss: 0.4873... Generator Loss: 2.3775
Epoch 3/3... Discriminator Loss: 0.4162... Generator Loss: 3.0567
Epoch 3/3... Discriminator Loss: 0.6604... Generator Loss: 1.5646
Epoch 3/3... Discriminator Loss: 0.3655... Generator Loss: 4.0625
Epoch 3/3... Discriminator Loss: 0.3813... Generator Loss: 3.7294
Epoch 3/3... Discriminator Loss: 0.4678... Generator Loss: 2.5078
Epoch 3/3... Discriminator Loss: 0.3504... Generator Loss: 5.6108
Epoch 3/3... Discriminator Loss: 0.4009... Generator Loss: 3.1289
Epoch 3/3... Discriminator Loss: 0.4301... Generator Loss: 2.7103
Epoch 3/3... Discriminator Loss: 0.4459... Generator Loss: 2.5477
Epoch 3/3... Discriminator Loss: 0.5148... Generator Loss: 2.1761
Epoch 3/3... Discriminator Loss: 0.4712... Generator Loss: 2.3687
Epoch 3/3... Discriminator Loss: 1.1900... Generator Loss: 0.7506
Epoch 3/3... Discriminator Loss: 0.6654... Generator Loss: 2.2178
Epoch 3/3... Discriminator Loss: 0.5177... Generator Loss: 2.2414
Epoch 3/3... Discriminator Loss: 0.5965... Generator Loss: 1.9220
Epoch 3/3... Discriminator Loss: 0.4119... Generator Loss: 2.9379
Epoch 3/3... Discriminator Loss: 0.5590... Generator Loss: 1.9527
Epoch 3/3... Discriminator Loss: 0.3551... Generator Loss: 5.0015
Epoch 3/3... Discriminator Loss: 0.4838... Generator Loss: 2.6080
Epoch 3/3... Discriminator Loss: 0.4783... Generator Loss: 2.3698
Epoch 3/3... Discriminator Loss: 0.5261... Generator Loss: 2.1136
Epoch 3/3... Discriminator Loss: 0.4506... Generator Loss: 2.6022
Epoch 3/3... Discriminator Loss: 0.4884... Generator Loss: 2.2353
Epoch 3/3... Discriminator Loss: 0.5290... Generator Loss: 1.9967
Epoch 3/3... Discriminator Loss: 0.3832... Generator Loss: 3.3060
Epoch 3/3... Discriminator Loss: 0.3700... Generator Loss: 3.7062
Epoch 3/3... Discriminator Loss: 0.4802... Generator Loss: 2.1725
Epoch 3/3... Discriminator Loss: 0.4640... Generator Loss: 2.4304
Epoch 3/3... Discriminator Loss: 0.5409... Generator Loss: 2.0232
Epoch 3/3... Discriminator Loss: 0.4895... Generator Loss: 2.2660
Epoch 3/3... Discriminator Loss: 0.4094... Generator Loss: 3.0468
Epoch 3/3... Discriminator Loss: 0.5383... Generator Loss: 2.0348
Epoch 3/3... Discriminator Loss: 0.4360... Generator Loss: 2.8145
Epoch 3/3... Discriminator Loss: 0.5291... Generator Loss: 2.4106
Epoch 3/3... Discriminator Loss: 0.3748... Generator Loss: 4.5962
Epoch 3/3... Discriminator Loss: 0.4330... Generator Loss: 2.9737
Epoch 3/3... Discriminator Loss: 0.6305... Generator Loss: 1.6045
Epoch 3/3... Discriminator Loss: 0.4308... Generator Loss: 2.7396
Epoch 3/3... Discriminator Loss: 0.4758... Generator Loss: 2.2964
Epoch 3/3... Discriminator Loss: 0.4830... Generator Loss: 2.0982
Epoch 3/3... Discriminator Loss: 0.3781... Generator Loss: 3.7330
Epoch 3/3... Discriminator Loss: 0.5501... Generator Loss: 1.8752
Epoch 3/3... Discriminator Loss: 0.4513... Generator Loss: 2.9212
Epoch 3/3... Discriminator Loss: 0.4154... Generator Loss: 2.9480
Epoch 3/3... Discriminator Loss: 1.1579... Generator Loss: 1.0845
Epoch 3/3... Discriminator Loss: 0.3983... Generator Loss: 3.2290
Epoch 3/3... Discriminator Loss: 0.5638... Generator Loss: 1.8504
Epoch 3/3... Discriminator Loss: 0.4571... Generator Loss: 2.6345
Epoch 3/3... Discriminator Loss: 0.4225... Generator Loss: 2.9415
Epoch 3/3... Discriminator Loss: 0.4455... Generator Loss: 2.9248
Epoch 3/3... Discriminator Loss: 0.4322... Generator Loss: 2.5703
Epoch 3/3... Discriminator Loss: 0.3708... Generator Loss: 3.7886
Epoch 3/3... Discriminator Loss: 0.4669... Generator Loss: 2.5027
Epoch 3/3... Discriminator Loss: 0.4386... Generator Loss: 2.6508
Epoch 3/3... Discriminator Loss: 0.4051... Generator Loss: 3.0190
Epoch 3/3... Discriminator Loss: 0.4921... Generator Loss: 2.1586
Epoch 3/3... Discriminator Loss: 3.1857... Generator Loss: 0.1596
Epoch 3/3... Discriminator Loss: 0.5842... Generator Loss: 2.0648
Epoch 3/3... Discriminator Loss: 0.5429... Generator Loss: 2.2607
Epoch 3/3... Discriminator Loss: 0.7481... Generator Loss: 1.3842
Epoch 3/3... Discriminator Loss: 0.5510... Generator Loss: 1.9233
Epoch 3/3... Discriminator Loss: 0.4179... Generator Loss: 3.0028
Epoch 3/3... Discriminator Loss: 0.4665... Generator Loss: 2.4842
Epoch 3/3... Discriminator Loss: 1.3790... Generator Loss: 0.5715
Epoch 3/3... Discriminator Loss: 0.4414... Generator Loss: 2.9197
Epoch 3/3... Discriminator Loss: 0.9848... Generator Loss: 0.9969
Epoch 3/3... Discriminator Loss: 0.5027... Generator Loss: 2.4192
Epoch 3/3... Discriminator Loss: 0.5196... Generator Loss: 2.1254
Epoch 3/3... Discriminator Loss: 0.5959... Generator Loss: 1.8721
Epoch 3/3... Discriminator Loss: 0.6505... Generator Loss: 1.5663
Epoch 3/3... Discriminator Loss: 1.2448... Generator Loss: 0.7101
Epoch 3/3... Discriminator Loss: 0.4427... Generator Loss: 2.9648
Epoch 3/3... Discriminator Loss: 0.8641... Generator Loss: 1.0495
Epoch 3/3... Discriminator Loss: 0.4310... Generator Loss: 3.2352
Epoch 3/3... Discriminator Loss: 0.5596... Generator Loss: 1.9243
Epoch 3/3... Discriminator Loss: 0.4674... Generator Loss: 2.7338
Epoch 3/3... Discriminator Loss: 0.6652... Generator Loss: 1.7481
Epoch 3/3... Discriminator Loss: 0.5097... Generator Loss: 2.7668
Epoch 3/3... Discriminator Loss: 0.4511... Generator Loss: 2.6427
Epoch 3/3... Discriminator Loss: 0.4712... Generator Loss: 2.6642
Epoch 3/3... Discriminator Loss: 0.4567... Generator Loss: 2.4940
Epoch 3/3... Discriminator Loss: 0.4535... Generator Loss: 2.4870
Epoch 3/3... Discriminator Loss: 0.4038... Generator Loss: 3.1464
Epoch 3/3... Discriminator Loss: 0.6218... Generator Loss: 1.6232
Epoch 3/3... Discriminator Loss: 0.4483... Generator Loss: 2.6046
Epoch 3/3... Discriminator Loss: 0.4723... Generator Loss: 2.4023
Epoch 3/3... Discriminator Loss: 0.4382... Generator Loss: 2.6939
Epoch 3/3... Discriminator Loss: 0.4812... Generator Loss: 2.2857
Epoch 3/3... Discriminator Loss: 0.4011... Generator Loss: 3.0625
Epoch 3/3... Discriminator Loss: 0.4520... Generator Loss: 2.5329
Epoch 3/3... Discriminator Loss: 0.6564... Generator Loss: 1.5865
Epoch 3/3... Discriminator Loss: 0.5950... Generator Loss: 1.6936
Epoch 3/3... Discriminator Loss: 0.5006... Generator Loss: 2.7341
Epoch 3/3... Discriminator Loss: 0.6285... Generator Loss: 1.8886
Epoch 3/3... Discriminator Loss: 0.5984... Generator Loss: 1.8076
Epoch 3/3... Discriminator Loss: 0.3877... Generator Loss: 4.4941
Epoch 3/3... Discriminator Loss: 0.4568... Generator Loss: 2.5382
Epoch 3/3... Discriminator Loss: 0.4898... Generator Loss: 3.0337
Epoch 3/3... Discriminator Loss: 0.5192... Generator Loss: 2.0669
Epoch 3/3... Discriminator Loss: 0.5784... Generator Loss: 1.9385
Epoch 3/3... Discriminator Loss: 0.5362... Generator Loss: 2.8220
Epoch 3/3... Discriminator Loss: 0.5390... Generator Loss: 2.2080
Epoch 3/3... Discriminator Loss: 0.4975... Generator Loss: 2.4161
Epoch 3/3... Discriminator Loss: 0.4495... Generator Loss: 3.5680
Epoch 3/3... Discriminator Loss: 2.1918... Generator Loss: 0.3218
Epoch 3/3... Discriminator Loss: 0.9195... Generator Loss: 4.9742
Epoch 3/3... Discriminator Loss: 0.4635... Generator Loss: 2.8900
Epoch 3/3... Discriminator Loss: 0.6330... Generator Loss: 1.6921
Epoch 3/3... Discriminator Loss: 0.5826... Generator Loss: 1.7680
Epoch 3/3... Discriminator Loss: 0.7169... Generator Loss: 1.3326
Epoch 3/3... Discriminator Loss: 0.6409... Generator Loss: 1.6203
Epoch 3/3... Discriminator Loss: 0.4262... Generator Loss: 2.9717
Epoch 3/3... Discriminator Loss: 0.4377... Generator Loss: 2.5888
Epoch 3/3... Discriminator Loss: 0.5557... Generator Loss: 1.8601
Epoch 3/3... Discriminator Loss: 0.3913... Generator Loss: 3.3650
Epoch 3/3... Discriminator Loss: 0.5948... Generator Loss: 1.8111
Epoch 3/3... Discriminator Loss: 0.5659... Generator Loss: 3.0234
Epoch 3/3... Discriminator Loss: 0.5179... Generator Loss: 2.1935
Epoch 3/3... Discriminator Loss: 0.5300... Generator Loss: 2.0029
Epoch 3/3... Discriminator Loss: 0.4333... Generator Loss: 2.6009
Epoch 3/3... Discriminator Loss: 0.4118... Generator Loss: 3.0023
Epoch 3/3... Discriminator Loss: 0.5012... Generator Loss: 2.1238
Epoch 3/3... Discriminator Loss: 0.6878... Generator Loss: 1.3831
Epoch 3/3... Discriminator Loss: 0.4917... Generator Loss: 2.2006
Epoch 3/3... Discriminator Loss: 0.5085... Generator Loss: 2.6222
Epoch 3/3... Discriminator Loss: 0.6490... Generator Loss: 1.5460
Epoch 3/3... Discriminator Loss: 0.4996... Generator Loss: 2.4023
Epoch 3/3... Discriminator Loss: 0.4915... Generator Loss: 2.1805
Epoch 3/3... Discriminator Loss: 0.4165... Generator Loss: 2.8405
Epoch 3/3... Discriminator Loss: 0.4557... Generator Loss: 2.8979
Epoch 3/3... Discriminator Loss: 0.3979... Generator Loss: 3.0947
Epoch 3/3... Discriminator Loss: 0.8587... Generator Loss: 1.2134
Epoch 3/3... Discriminator Loss: 0.3828... Generator Loss: 3.4445
Epoch 3/3... Discriminator Loss: 0.5643... Generator Loss: 1.8113
Epoch 3/3... Discriminator Loss: 0.5040... Generator Loss: 2.2100
Epoch 3/3... Discriminator Loss: 0.4752... Generator Loss: 2.4319
Epoch 3/3... Discriminator Loss: 0.4092... Generator Loss: 2.9015
Epoch 3/3... Discriminator Loss: 0.4540... Generator Loss: 2.9818
Epoch 3/3... Discriminator Loss: 0.5709... Generator Loss: 1.7756
Epoch 3/3... Discriminator Loss: 0.4669... Generator Loss: 2.7895
Epoch 3/3... Discriminator Loss: 0.3703... Generator Loss: 3.7838
Epoch 3/3... Discriminator Loss: 0.4692... Generator Loss: 2.2736
Epoch 3/3... Discriminator Loss: 0.4661... Generator Loss: 3.6135
Epoch 3/3... Discriminator Loss: 0.4050... Generator Loss: 3.9737
Epoch 3/3... Discriminator Loss: 0.3889... Generator Loss: 3.5354
Epoch 3/3... Discriminator Loss: 0.5739... Generator Loss: 1.8439
Epoch 3/3... Discriminator Loss: 0.4222... Generator Loss: 2.7497
Epoch 3/3... Discriminator Loss: 0.5379... Generator Loss: 1.9471
Epoch 3/3... Discriminator Loss: 0.5734... Generator Loss: 1.7349
Epoch 3/3... Discriminator Loss: 0.4778... Generator Loss: 2.5333

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.